Dataset statistics
| No Attrition | Attrition | |
|---|---|---|
| Number of variables | 35 | 35 |
| Number of observations | 1233 | 237 |
| Missing cells | 0 | 0 |
| Missing cells (%) | 0.0% | 0.0% |
| Duplicate rows | 0 | 0 |
| Duplicate rows (%) | 0.0% | 0.0% |
| Total size in memory | 346.8 KiB | 66.7 KiB |
| Average record size in memory | 288.0 B | 288.0 B |
Variable types
| No Attrition | Attrition | |
|---|---|---|
| Numeric | 15 | 15 |
| Boolean | 3 | 3 |
| Categorical | 17 | 17 |
| No Attrition | Attrition | |
|---|---|---|
Attrition has constant value "" | Attrition has constant value "" | Constant |
EmployeeCount has constant value "" | EmployeeCount has constant value "" | Constant |
Over18 has constant value "" | Over18 has constant value "" | Constant |
StandardHours has constant value "" | StandardHours has constant value "" | Constant |
Age is highly overall correlated with TotalWorkingYears | Age is highly overall correlated with MonthlyIncome and 1 other fields | High Correlation |
MonthlyIncome is highly overall correlated with TotalWorkingYears and 1 other fields | MonthlyIncome is highly overall correlated with Age and 3 other fields | High Correlation |
PercentSalaryHike is highly overall correlated with PerformanceRating | PercentSalaryHike is highly overall correlated with PerformanceRating | High Correlation |
TotalWorkingYears is highly overall correlated with Age and 3 other fields | TotalWorkingYears is highly overall correlated with Age and 5 other fields | High Correlation |
YearsAtCompany is highly overall correlated with TotalWorkingYears and 2 other fields | YearsAtCompany is highly overall correlated with MonthlyIncome and 5 other fields | High Correlation |
YearsInCurrentRole is highly overall correlated with YearsAtCompany and 1 other fields | YearsInCurrentRole is highly overall correlated with TotalWorkingYears and 3 other fields | High Correlation |
YearsWithCurrManager is highly overall correlated with YearsAtCompany and 1 other fields | YearsWithCurrManager is highly overall correlated with TotalWorkingYears and 3 other fields | High Correlation |
Department is highly overall correlated with EducationField and 1 other fields | Department is highly overall correlated with EducationField and 1 other fields | High Correlation |
EducationField is highly overall correlated with Department | EducationField is highly overall correlated with Department | High Correlation |
JobLevel is highly overall correlated with MonthlyIncome and 2 other fields | JobLevel is highly overall correlated with MonthlyIncome and 3 other fields | High Correlation |
JobRole is highly overall correlated with Department and 1 other fields | JobRole is highly overall correlated with Department and 1 other fields | High Correlation |
MaritalStatus is highly overall correlated with StockOptionLevel | MaritalStatus is highly overall correlated with StockOptionLevel | High Correlation |
PerformanceRating is highly overall correlated with PercentSalaryHike | PerformanceRating is highly overall correlated with PercentSalaryHike | High Correlation |
StockOptionLevel is highly overall correlated with MaritalStatus | StockOptionLevel is highly overall correlated with MaritalStatus | High Correlation |
EmployeeNumber has unique values | EmployeeNumber has unique values | Unique |
NumCompaniesWorked has 174 (14.1%) zeros | NumCompaniesWorked has 23 (9.7%) zeros | Zeros |
TrainingTimesLastYear has 39 (3.2%) zeros | TrainingTimesLastYear has 15 (6.3%) zeros | Zeros |
YearsAtCompany has 28 (2.3%) zeros | YearsAtCompany has 16 (6.8%) zeros | Zeros |
YearsInCurrentRole has 171 (13.9%) zeros | YearsInCurrentRole has 73 (30.8%) zeros | Zeros |
YearsSinceLastPromotion has 471 (38.2%) zeros | YearsSinceLastPromotion has 110 (46.4%) zeros | Zeros |
YearsWithCurrManager has 178 (14.4%) zeros | YearsWithCurrManager has 85 (35.9%) zeros | Zeros |
| Alert not present in | YearsSinceLastPromotion is highly overall correlated with YearsAtCompany and 2 other fields | High Correlation |
| Alert not present in | TotalWorkingYears has 5 (2.1%) zeros | Zeros |
Reproduction
| No Attrition | Attrition | |
|---|---|---|
| Analysis started | 2023-05-20 13:43:03.072490 | 2023-05-20 13:43:31.252602 |
| Analysis finished | 2023-05-20 13:43:31.250655 | 2023-05-20 13:43:57.227301 |
| Duration | 28.18 seconds | 25.97 seconds |
| Software version | ydata-profiling vv4.1.2 | ydata-profiling vv4.1.2 |
| Download configuration | config.json | config.json |
Age
Real number (ℝ)
| No Attrition | Attrition | |
|---|---|---|
| Distinct | 43 | 39 |
| Distinct (%) | 3.5% | 16.5% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 37.561233 | 33.607595 |
| No Attrition | Attrition | |
|---|---|---|
| Minimum | 18 | 18 |
| Maximum | 60 | 58 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 19.3 KiB | 3.7 KiB |
Quantile statistics
| No Attrition | Attrition | |
|---|---|---|
| Minimum | 18 | 18 |
| 5-th percentile | 25 | 20 |
| Q1 | 31 | 28 |
| median | 36 | 32 |
| Q3 | 43 | 39 |
| 95-th percentile | 54 | 53 |
| Maximum | 60 | 58 |
| Range | 42 | 40 |
| Interquartile range (IQR) | 12 | 11 |
Descriptive statistics
| No Attrition | Attrition | |
|---|---|---|
| Standard deviation | 8.88836 | 9.6893499 |
| Coefficient of variation (CV) | 0.23663654 | 0.28830834 |
| Kurtosis | -0.41183492 | -0.057043693 |
| Mean | 37.561233 | 33.607595 |
| Median Absolute Deviation (MAD) | 6 | 6 |
| Skewness | 0.40812169 | 0.71573239 |
| Sum | 46313 | 7965 |
| Variance | 79.002944 | 93.883501 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 34 | 68 | 5.5% |
| 35 | 68 | 5.5% |
| 36 | 63 | 5.1% |
| 38 | 56 | 4.5% |
| 40 | 52 | 4.2% |
| 31 | 51 | 4.1% |
| 30 | 51 | 4.1% |
| 29 | 50 | 4.1% |
| 32 | 50 | 4.1% |
| 33 | 46 | 3.7% |
| Other values (33) | 678 |
| Value | Count | Frequency (%) |
| 31 | 18 | 7.6% |
| 29 | 18 | 7.6% |
| 28 | 14 | 5.9% |
| 33 | 12 | 5.1% |
| 26 | 12 | 5.1% |
| 32 | 11 | 4.6% |
| 35 | 10 | 4.2% |
| 34 | 9 | 3.8% |
| 30 | 9 | 3.8% |
| 24 | 7 | 3.0% |
| Other values (29) | 117 |
| Value | Count | Frequency (%) |
| 18 | 4 | 0.3% |
| 19 | 3 | 0.2% |
| 20 | 5 | 0.4% |
| 21 | 7 | 0.6% |
| 22 | 11 | 0.9% |
| 23 | 10 | 0.8% |
| 24 | 19 | |
| 25 | 20 | |
| 26 | 27 | |
| 27 | 45 |
| Value | Count | Frequency (%) |
| 18 | 4 | 1.7% |
| 19 | 6 | |
| 20 | 6 | |
| 21 | 6 | |
| 22 | 5 | |
| 23 | 4 | 1.7% |
| 24 | 7 | |
| 25 | 6 | |
| 26 | 12 | |
| 27 | 3 | 1.3% |
| Value | Count | Frequency (%) |
| 18 | 4 | 0.3% |
| 19 | 6 | |
| 20 | 6 | |
| 21 | 6 | |
| 22 | 5 | |
| 23 | 4 | 0.3% |
| 24 | 7 | |
| 25 | 6 | |
| 26 | 12 | |
| 27 | 3 | 0.2% |
| Value | Count | Frequency (%) |
| 18 | 4 | 1.7% |
| 19 | 3 | 1.3% |
| 20 | 5 | 2.1% |
| 21 | 7 | 3.0% |
| 22 | 11 | 4.6% |
| 23 | 10 | 4.2% |
| 24 | 19 | |
| 25 | 20 | |
| 26 | 27 | |
| 27 | 45 |
Attrition
Boolean
| No Attrition | Attrition | |
|---|---|---|
| Distinct | 1 | 1 |
| Distinct (%) | 0.1% | 0.4% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 10.8 KiB | 3.7 KiB |
| False |
|---|
| Yes |
|---|
| Value | Count | Frequency (%) |
| False | 1233 |
| Value | Count | Frequency (%) |
| Yes | 237 |
No Attrition
Attrition
BusinessTravel
Categorical
| No Attrition | Attrition | |
|---|---|---|
| Distinct | 3 | 3 |
| Distinct (%) | 0.2% | 1.3% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 19.3 KiB | 3.7 KiB |
| Travel_Rarely | |
|---|---|
| Travel_Frequently | |
| Non-Travel |
| Travel_Rarely | |
|---|---|
| Travel_Frequently | |
| Non-Travel | 12 |
Length
| No Attrition | Attrition | |
|---|---|---|
| Max length | 17 | 17 |
| Median length | 13 | 13 |
| Mean length | 13.339011 | 14.012658 |
| Min length | 10 | 10 |
Characters and Unicode
| No Attrition | Attrition | |
|---|---|---|
| Total characters | 16447 | 3321 |
| Distinct characters | 17 | 17 |
| Distinct categories | 4 | 4 ? |
| Distinct scripts | 2 | 2 ? |
| Distinct blocks | 1 | 1 ? |
Unique
| No Attrition | Attrition | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| No Attrition | Attrition | |
|---|---|---|
| 1st row | Travel_Frequently | Travel_Rarely |
| 2nd row | Travel_Frequently | Travel_Rarely |
| 3rd row | Travel_Rarely | Travel_Rarely |
| 4th row | Travel_Frequently | Travel_Rarely |
| 5th row | Travel_Rarely | Travel_Rarely |
Common Values
| Value | Count | Frequency (%) |
| Travel_Rarely | 887 | |
| Travel_Frequently | 208 | 16.9% |
| Non-Travel | 138 | 11.2% |
| Value | Count | Frequency (%) |
| Travel_Rarely | 156 | |
| Travel_Frequently | 69 | |
| Non-Travel | 12 | 5.1% |
Length
Common Values (Plot)
No Attrition
Attrition
| Value | Count | Frequency (%) |
| travel_rarely | 887 | |
| travel_frequently | 208 | 16.9% |
| non-travel | 138 | 11.2% |
| Value | Count | Frequency (%) |
| travel_rarely | 156 | |
| travel_frequently | 69 | |
| non-travel | 12 | 5.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 2536 | |
| r | 2328 | |
| l | 2328 | |
| a | 2120 | |
| T | 1233 | |
| v | 1233 | |
| y | 1095 | |
| _ | 1095 | |
| R | 887 | 5.4% |
| n | 346 | 2.1% |
| Other values (7) | 1246 |
| Value | Count | Frequency (%) |
| e | 531 | |
| r | 462 | |
| l | 462 | |
| a | 393 | |
| T | 237 | |
| v | 237 | |
| y | 225 | |
| _ | 225 | |
| R | 156 | 4.7% |
| n | 81 | 2.4% |
| Other values (7) | 312 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 12748 | |
| Uppercase Letter | 2466 | 15.0% |
| Connector Punctuation | 1095 | 6.7% |
| Dash Punctuation | 138 | 0.8% |
| Value | Count | Frequency (%) |
| Lowercase Letter | 2610 | |
| Uppercase Letter | 474 | 14.3% |
| Connector Punctuation | 225 | 6.8% |
| Dash Punctuation | 12 | 0.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 2536 | |
| r | 2328 | |
| l | 2328 | |
| a | 2120 | |
| v | 1233 | |
| y | 1095 | |
| n | 346 | 2.7% |
| q | 208 | 1.6% |
| u | 208 | 1.6% |
| t | 208 | 1.6% |
| Value | Count | Frequency (%) |
| e | 531 | |
| r | 462 | |
| l | 462 | |
| a | 393 | |
| v | 237 | |
| y | 225 | |
| n | 81 | 3.1% |
| q | 69 | 2.6% |
| u | 69 | 2.6% |
| t | 69 | 2.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| T | 1233 | |
| R | 887 | |
| F | 208 | 8.4% |
| N | 138 | 5.6% |
| Value | Count | Frequency (%) |
| T | 237 | |
| R | 156 | |
| F | 69 | 14.6% |
| N | 12 | 2.5% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 1095 |
| Value | Count | Frequency (%) |
| _ | 225 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 138 |
| Value | Count | Frequency (%) |
| - | 12 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 15214 | |
| Common | 1233 | 7.5% |
| Value | Count | Frequency (%) |
| Latin | 3084 | |
| Common | 237 | 7.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 2536 | |
| r | 2328 | |
| l | 2328 | |
| a | 2120 | |
| T | 1233 | |
| v | 1233 | |
| y | 1095 | |
| R | 887 | 5.8% |
| n | 346 | 2.3% |
| F | 208 | 1.4% |
| Other values (5) | 900 | 5.9% |
| Value | Count | Frequency (%) |
| e | 531 | |
| r | 462 | |
| l | 462 | |
| a | 393 | |
| T | 237 | |
| v | 237 | |
| y | 225 | |
| R | 156 | 5.1% |
| n | 81 | 2.6% |
| F | 69 | 2.2% |
| Other values (5) | 231 |
Common
| Value | Count | Frequency (%) |
| _ | 1095 | |
| - | 138 | 11.2% |
| Value | Count | Frequency (%) |
| _ | 225 | |
| - | 12 | 5.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 16447 |
| Value | Count | Frequency (%) |
| ASCII | 3321 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 2536 | |
| r | 2328 | |
| l | 2328 | |
| a | 2120 | |
| T | 1233 | |
| v | 1233 | |
| y | 1095 | |
| _ | 1095 | |
| R | 887 | 5.4% |
| n | 346 | 2.1% |
| Other values (7) | 1246 |
| Value | Count | Frequency (%) |
| e | 531 | |
| r | 462 | |
| l | 462 | |
| a | 393 | |
| T | 237 | |
| v | 237 | |
| y | 225 | |
| _ | 225 | |
| R | 156 | 4.7% |
| n | 81 | 2.4% |
| Other values (7) | 312 |
DailyRate
Real number (ℝ)
| No Attrition | Attrition | |
|---|---|---|
| Distinct | 802 | 219 |
| Distinct (%) | 65.0% | 92.4% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 812.50446 | 750.36287 |
| No Attrition | Attrition | |
|---|---|---|
| Minimum | 102 | 103 |
| Maximum | 1499 | 1496 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 19.3 KiB | 3.7 KiB |
Quantile statistics
| No Attrition | Attrition | |
|---|---|---|
| Minimum | 102 | 103 |
| 5-th percentile | 167 | 154.2 |
| Q1 | 477 | 408 |
| median | 817 | 699 |
| Q3 | 1176 | 1092 |
| 95-th percentile | 1422.4 | 1428.4 |
| Maximum | 1499 | 1496 |
| Range | 1397 | 1393 |
| Interquartile range (IQR) | 699 | 684 |
Descriptive statistics
| No Attrition | Attrition | |
|---|---|---|
| Standard deviation | 403.20838 | 401.89952 |
| Coefficient of variation (CV) | 0.49625374 | 0.53560689 |
| Kurtosis | -1.1980717 | -1.1345978 |
| Mean | 812.50446 | 750.36287 |
| Median Absolute Deviation (MAD) | 348 | 339 |
| Skewness | -0.04865735 | 0.23415287 |
| Sum | 1001818 | 177836 |
| Variance | 162577 | 161523.22 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 691 | 6 | 0.5% |
| 1082 | 5 | 0.4% |
| 1225 | 4 | 0.3% |
| 1490 | 4 | 0.3% |
| 829 | 4 | 0.3% |
| 1469 | 4 | 0.3% |
| 977 | 4 | 0.3% |
| 430 | 4 | 0.3% |
| 329 | 4 | 0.3% |
| 1283 | 4 | 0.3% |
| Other values (792) | 1190 |
| Value | Count | Frequency (%) |
| 1475 | 2 | 0.8% |
| 289 | 2 | 0.8% |
| 350 | 2 | 0.8% |
| 303 | 2 | 0.8% |
| 575 | 2 | 0.8% |
| 240 | 2 | 0.8% |
| 1362 | 2 | 0.8% |
| 807 | 2 | 0.8% |
| 337 | 2 | 0.8% |
| 318 | 2 | 0.8% |
| Other values (209) | 217 |
| Value | Count | Frequency (%) |
| 102 | 1 | 0.1% |
| 105 | 1 | 0.1% |
| 106 | 1 | 0.1% |
| 107 | 1 | 0.1% |
| 111 | 3 | |
| 116 | 2 | |
| 117 | 4 | |
| 118 | 1 | 0.1% |
| 119 | 2 | |
| 120 | 2 |
| Value | Count | Frequency (%) |
| 103 | 1 | |
| 104 | 1 | |
| 109 | 1 | |
| 115 | 1 | |
| 118 | 1 | |
| 121 | 1 | |
| 129 | 1 | |
| 130 | 1 | |
| 135 | 1 | |
| 138 | 1 |
| Value | Count | Frequency (%) |
| 103 | 1 | |
| 104 | 1 | |
| 109 | 1 | |
| 115 | 1 | |
| 118 | 1 | |
| 121 | 1 | |
| 129 | 1 | |
| 130 | 1 | |
| 135 | 1 | |
| 138 | 1 |
| Value | Count | Frequency (%) |
| 102 | 1 | 0.4% |
| 105 | 1 | 0.4% |
| 106 | 1 | 0.4% |
| 107 | 1 | 0.4% |
| 111 | 3 | |
| 116 | 2 | |
| 117 | 4 | |
| 118 | 1 | 0.4% |
| 119 | 2 | |
| 120 | 2 |
Department
Categorical
| No Attrition | Attrition | |
|---|---|---|
| Distinct | 3 | 3 |
| Distinct (%) | 0.2% | 1.3% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 19.3 KiB | 3.7 KiB |
| Research & Development | |
|---|---|
| Sales | |
| Human Resources | 51 |
| Research & Development | |
|---|---|
| Sales | |
| Human Resources | 12 |
Length
| No Attrition | Attrition | |
|---|---|---|
| Max length | 22 | 22 |
| Median length | 22 | 22 |
| Mean length | 16.829684 | 15.046414 |
| Min length | 5 | 5 |
Characters and Unicode
| No Attrition | Attrition | |
|---|---|---|
| Total characters | 20751 | 3566 |
| Distinct characters | 20 | 20 |
| Distinct categories | 4 | 4 ? |
| Distinct scripts | 2 | 2 ? |
| Distinct blocks | 1 | 1 ? |
Unique
| No Attrition | Attrition | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| No Attrition | Attrition | |
|---|---|---|
| 1st row | Research & Development | Sales |
| 2nd row | Research & Development | Research & Development |
| 3rd row | Research & Development | Research & Development |
| 4th row | Research & Development | Sales |
| 5th row | Research & Development | Research & Development |
Common Values
| Value | Count | Frequency (%) |
| Research & Development | 828 | |
| Sales | 354 | |
| Human Resources | 51 | 4.1% |
| Value | Count | Frequency (%) |
| Research & Development | 133 | |
| Sales | 92 | |
| Human Resources | 12 | 5.1% |
Length
Common Values (Plot)
No Attrition
Attrition
| Value | Count | Frequency (%) |
| research | 828 | |
| 828 | ||
| development | 828 | |
| sales | 354 | |
| human | 51 | 1.7% |
| resources | 51 | 1.7% |
| Value | Count | Frequency (%) |
| research | 133 | |
| 133 | ||
| development | 133 | |
| sales | 92 | |
| human | 12 | 2.3% |
| resources | 12 | 2.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 4596 | |
| 1707 | 8.2% | |
| s | 1284 | 6.2% |
| a | 1233 | 5.9% |
| l | 1182 | 5.7% |
| R | 879 | 4.2% |
| r | 879 | 4.2% |
| c | 879 | 4.2% |
| n | 879 | 4.2% |
| m | 879 | 4.2% |
| Other values (10) | 6354 |
| Value | Count | Frequency (%) |
| e | 781 | |
| 278 | 7.8% | |
| s | 249 | 7.0% |
| a | 237 | 6.6% |
| l | 225 | 6.3% |
| R | 145 | 4.1% |
| r | 145 | 4.1% |
| c | 145 | 4.1% |
| n | 145 | 4.1% |
| m | 145 | 4.1% |
| Other values (10) | 1071 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 16104 | |
| Uppercase Letter | 2112 | 10.2% |
| Space Separator | 1707 | 8.2% |
| Other Punctuation | 828 | 4.0% |
| Value | Count | Frequency (%) |
| Lowercase Letter | 2773 | |
| Uppercase Letter | 382 | 10.7% |
| Space Separator | 278 | 7.8% |
| Other Punctuation | 133 | 3.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 4596 | |
| s | 1284 | 8.0% |
| a | 1233 | 7.7% |
| l | 1182 | 7.3% |
| r | 879 | 5.5% |
| c | 879 | 5.5% |
| n | 879 | 5.5% |
| m | 879 | 5.5% |
| o | 879 | 5.5% |
| p | 828 | 5.1% |
| Other values (4) | 2586 |
| Value | Count | Frequency (%) |
| e | 781 | |
| s | 249 | 9.0% |
| a | 237 | 8.5% |
| l | 225 | 8.1% |
| r | 145 | 5.2% |
| c | 145 | 5.2% |
| n | 145 | 5.2% |
| m | 145 | 5.2% |
| o | 145 | 5.2% |
| p | 133 | 4.8% |
| Other values (4) | 423 |
Space Separator
| Value | Count | Frequency (%) |
| 1707 |
| Value | Count | Frequency (%) |
| 278 |
Uppercase Letter
| Value | Count | Frequency (%) |
| R | 879 | |
| D | 828 | |
| S | 354 | |
| H | 51 | 2.4% |
| Value | Count | Frequency (%) |
| R | 145 | |
| D | 133 | |
| S | 92 | |
| H | 12 | 3.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| & | 828 |
| Value | Count | Frequency (%) |
| & | 133 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 18216 | |
| Common | 2535 | 12.2% |
| Value | Count | Frequency (%) |
| Latin | 3155 | |
| Common | 411 | 11.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 4596 | |
| s | 1284 | 7.0% |
| a | 1233 | 6.8% |
| l | 1182 | 6.5% |
| R | 879 | 4.8% |
| r | 879 | 4.8% |
| c | 879 | 4.8% |
| n | 879 | 4.8% |
| m | 879 | 4.8% |
| o | 879 | 4.8% |
| Other values (8) | 4647 |
| Value | Count | Frequency (%) |
| e | 781 | |
| s | 249 | 7.9% |
| a | 237 | 7.5% |
| l | 225 | 7.1% |
| R | 145 | 4.6% |
| r | 145 | 4.6% |
| c | 145 | 4.6% |
| n | 145 | 4.6% |
| m | 145 | 4.6% |
| o | 145 | 4.6% |
| Other values (8) | 793 |
Common
| Value | Count | Frequency (%) |
| 1707 | ||
| & | 828 |
| Value | Count | Frequency (%) |
| 278 | ||
| & | 133 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 20751 |
| Value | Count | Frequency (%) |
| ASCII | 3566 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 4596 | |
| 1707 | 8.2% | |
| s | 1284 | 6.2% |
| a | 1233 | 5.9% |
| l | 1182 | 5.7% |
| R | 879 | 4.2% |
| r | 879 | 4.2% |
| c | 879 | 4.2% |
| n | 879 | 4.2% |
| m | 879 | 4.2% |
| Other values (10) | 6354 |
| Value | Count | Frequency (%) |
| e | 781 | |
| 278 | 7.8% | |
| s | 249 | 7.0% |
| a | 237 | 6.6% |
| l | 225 | 6.3% |
| R | 145 | 4.1% |
| r | 145 | 4.1% |
| c | 145 | 4.1% |
| n | 145 | 4.1% |
| m | 145 | 4.1% |
| Other values (10) | 1071 |
DistanceFromHome
Real number (ℝ)
| No Attrition | Attrition | |
|---|---|---|
| Distinct | 29 | 29 |
| Distinct (%) | 2.4% | 12.2% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 8.9156529 | 10.632911 |
| No Attrition | Attrition | |
|---|---|---|
| Minimum | 1 | 1 |
| Maximum | 29 | 29 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 19.3 KiB | 3.7 KiB |
Quantile statistics
| No Attrition | Attrition | |
|---|---|---|
| Minimum | 1 | 1 |
| 5-th percentile | 1 | 1 |
| Q1 | 2 | 3 |
| median | 7 | 9 |
| Q3 | 13 | 17 |
| 95-th percentile | 26 | 26 |
| Maximum | 29 | 29 |
| Range | 28 | 28 |
| Interquartile range (IQR) | 11 | 14 |
Descriptive statistics
| No Attrition | Attrition | |
|---|---|---|
| Standard deviation | 8.0126335 | 8.4525253 |
| Coefficient of variation (CV) | 0.89871528 | 0.79493988 |
| Kurtosis | -0.044353391 | -0.86030637 |
| Mean | 8.9156529 | 10.632911 |
| Median Absolute Deviation (MAD) | 5 | 7 |
| Skewness | 1.0291056 | 0.63590333 |
| Sum | 10993 | 2520 |
| Variance | 64.202295 | 71.445183 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 183 | |
| 1 | 182 | |
| 10 | 75 | 6.1% |
| 7 | 73 | 5.9% |
| 3 | 70 | 5.7% |
| 8 | 70 | 5.7% |
| 9 | 67 | 5.4% |
| 4 | 55 | 4.5% |
| 5 | 55 | 4.5% |
| 6 | 52 | 4.2% |
| Other values (19) | 351 |
| Value | Count | Frequency (%) |
| 2 | 28 | 11.8% |
| 1 | 26 | 11.0% |
| 9 | 18 | 7.6% |
| 3 | 14 | 5.9% |
| 24 | 12 | 5.1% |
| 10 | 11 | 4.6% |
| 7 | 11 | 4.6% |
| 5 | 10 | 4.2% |
| 8 | 10 | 4.2% |
| 4 | 9 | 3.8% |
| Other values (19) | 88 |
| Value | Count | Frequency (%) |
| 1 | 182 | |
| 2 | 183 | |
| 3 | 70 | 5.7% |
| 4 | 55 | 4.5% |
| 5 | 55 | 4.5% |
| 6 | 52 | 4.2% |
| 7 | 73 | 5.9% |
| 8 | 70 | 5.7% |
| 9 | 67 | 5.4% |
| 10 | 75 |
| Value | Count | Frequency (%) |
| 1 | 26 | |
| 2 | 28 | |
| 3 | 14 | |
| 4 | 9 | 3.8% |
| 5 | 10 | 4.2% |
| 6 | 7 | 3.0% |
| 7 | 11 | 4.6% |
| 8 | 10 | 4.2% |
| 9 | 18 | |
| 10 | 11 | 4.6% |
| Value | Count | Frequency (%) |
| 1 | 26 | |
| 2 | 28 | |
| 3 | 14 | |
| 4 | 9 | 0.7% |
| 5 | 10 | 0.8% |
| 6 | 7 | 0.6% |
| 7 | 11 | 0.9% |
| 8 | 10 | 0.8% |
| 9 | 18 | |
| 10 | 11 | 0.9% |
| Value | Count | Frequency (%) |
| 1 | 182 | |
| 2 | 183 | |
| 3 | 70 | 29.5% |
| 4 | 55 | 23.2% |
| 5 | 55 | 23.2% |
| 6 | 52 | 21.9% |
| 7 | 73 | 30.8% |
| 8 | 70 | 29.5% |
| 9 | 67 | 28.3% |
| 10 | 75 |
Education
Categorical
| No Attrition | Attrition | |
|---|---|---|
| Distinct | 5 | 5 |
| Distinct (%) | 0.4% | 2.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 19.3 KiB | 3.7 KiB |
| 3 | |
|---|---|
| 4 | |
| 2 | |
| 1 | |
| 5 | 43 |
| 3 | |
|---|---|
| 4 | |
| 2 | |
| 1 | |
| 5 | 5 |
Length
| No Attrition | Attrition | |
|---|---|---|
| Max length | 1 | 1 |
| Median length | 1 | 1 |
| Mean length | 1 | 1 |
| Min length | 1 | 1 |
Characters and Unicode
| No Attrition | Attrition | |
|---|---|---|
| Total characters | 1233 | 237 |
| Distinct characters | 5 | 5 |
| Distinct categories | 1 | 1 ? |
| Distinct scripts | 1 | 1 ? |
| Distinct blocks | 1 | 1 ? |
Unique
| No Attrition | Attrition | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| No Attrition | Attrition | |
|---|---|---|
| 1st row | 1 | 2 |
| 2nd row | 4 | 2 |
| 3rd row | 1 | 3 |
| 4th row | 2 | 4 |
| 5th row | 3 | 1 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 473 | |
| 4 | 340 | |
| 2 | 238 | |
| 1 | 139 | 11.3% |
| 5 | 43 | 3.5% |
| Value | Count | Frequency (%) |
| 3 | 99 | |
| 4 | 58 | |
| 2 | 44 | |
| 1 | 31 | 13.1% |
| 5 | 5 | 2.1% |
Length
Common Values (Plot)
No Attrition
Attrition
| Value | Count | Frequency (%) |
| 3 | 473 | |
| 4 | 340 | |
| 2 | 238 | |
| 1 | 139 | 11.3% |
| 5 | 43 | 3.5% |
| Value | Count | Frequency (%) |
| 3 | 99 | |
| 4 | 58 | |
| 2 | 44 | |
| 1 | 31 | 13.1% |
| 5 | 5 | 2.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 473 | |
| 4 | 340 | |
| 2 | 238 | |
| 1 | 139 | 11.3% |
| 5 | 43 | 3.5% |
| Value | Count | Frequency (%) |
| 3 | 99 | |
| 4 | 58 | |
| 2 | 44 | |
| 1 | 31 | 13.1% |
| 5 | 5 | 2.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1233 |
| Value | Count | Frequency (%) |
| Decimal Number | 237 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 473 | |
| 4 | 340 | |
| 2 | 238 | |
| 1 | 139 | 11.3% |
| 5 | 43 | 3.5% |
| Value | Count | Frequency (%) |
| 3 | 99 | |
| 4 | 58 | |
| 2 | 44 | |
| 1 | 31 | 13.1% |
| 5 | 5 | 2.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1233 |
| Value | Count | Frequency (%) |
| Common | 237 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 473 | |
| 4 | 340 | |
| 2 | 238 | |
| 1 | 139 | 11.3% |
| 5 | 43 | 3.5% |
| Value | Count | Frequency (%) |
| 3 | 99 | |
| 4 | 58 | |
| 2 | 44 | |
| 1 | 31 | 13.1% |
| 5 | 5 | 2.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1233 |
| Value | Count | Frequency (%) |
| ASCII | 237 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 473 | |
| 4 | 340 | |
| 2 | 238 | |
| 1 | 139 | 11.3% |
| 5 | 43 | 3.5% |
| Value | Count | Frequency (%) |
| 3 | 99 | |
| 4 | 58 | |
| 2 | 44 | |
| 1 | 31 | 13.1% |
| 5 | 5 | 2.1% |
EducationField
Categorical
| No Attrition | Attrition | |
|---|---|---|
| Distinct | 6 | 6 |
| Distinct (%) | 0.5% | 2.5% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 19.3 KiB | 3.7 KiB |
| Life Sciences | |
|---|---|
| Medical | |
| Marketing | |
| Technical Degree | |
| Other |
| Life Sciences | |
|---|---|
| Medical | |
| Marketing | |
| Technical Degree | |
| Other |
Length
| No Attrition | Attrition | |
|---|---|---|
| Max length | 16 | 16 |
| Median length | 15 | 15 |
| Mean length | 10.461476 | 10.907173 |
| Min length | 5 | 5 |
Characters and Unicode
| No Attrition | Attrition | |
|---|---|---|
| Total characters | 12899 | 2585 |
| Distinct characters | 26 | 26 |
| Distinct categories | 3 | 3 ? |
| Distinct scripts | 2 | 2 ? |
| Distinct blocks | 1 | 1 ? |
Unique
| No Attrition | Attrition | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| No Attrition | Attrition | |
|---|---|---|
| 1st row | Life Sciences | Life Sciences |
| 2nd row | Life Sciences | Other |
| 3rd row | Medical | Life Sciences |
| 4th row | Life Sciences | Life Sciences |
| 5th row | Medical | Medical |
Common Values
| Value | Count | Frequency (%) |
| Life Sciences | 517 | |
| Medical | 401 | |
| Marketing | 124 | 10.1% |
| Technical Degree | 100 | 8.1% |
| Other | 71 | 5.8% |
| Human Resources | 20 | 1.6% |
| Value | Count | Frequency (%) |
| Life Sciences | 89 | |
| Medical | 63 | |
| Marketing | 35 | 14.8% |
| Technical Degree | 32 | 13.5% |
| Other | 11 | 4.6% |
| Human Resources | 7 | 3.0% |
Length
Common Values (Plot)
No Attrition
Attrition
| Value | Count | Frequency (%) |
| life | 517 | |
| sciences | 517 | |
| medical | 401 | |
| marketing | 124 | 6.6% |
| technical | 100 | 5.3% |
| degree | 100 | 5.3% |
| other | 71 | 3.8% |
| human | 20 | 1.1% |
| resources | 20 | 1.1% |
| Value | Count | Frequency (%) |
| life | 89 | |
| sciences | 89 | |
| medical | 63 | |
| marketing | 35 | 9.6% |
| technical | 32 | 8.8% |
| degree | 32 | 8.8% |
| other | 11 | 3.0% |
| human | 7 | 1.9% |
| resources | 7 | 1.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 2587 | |
| i | 1659 | |
| c | 1655 | |
| n | 761 | 5.9% |
| a | 645 | 5.0% |
| 637 | 4.9% | |
| s | 557 | 4.3% |
| M | 525 | 4.1% |
| L | 517 | 4.0% |
| f | 517 | 4.0% |
| Other values (16) | 2839 |
| Value | Count | Frequency (%) |
| e | 518 | |
| c | 312 | |
| i | 308 | |
| n | 163 | 6.3% |
| a | 137 | 5.3% |
| 128 | 5.0% | |
| s | 103 | 4.0% |
| M | 98 | 3.8% |
| l | 95 | 3.7% |
| L | 89 | 3.4% |
| Other values (16) | 634 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 10392 | |
| Uppercase Letter | 1870 | 14.5% |
| Space Separator | 637 | 4.9% |
| Value | Count | Frequency (%) |
| Lowercase Letter | 2092 | |
| Uppercase Letter | 365 | 14.1% |
| Space Separator | 128 | 5.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 2587 | |
| i | 1659 | |
| c | 1655 | |
| n | 761 | 7.3% |
| a | 645 | 6.2% |
| s | 557 | 5.4% |
| f | 517 | 5.0% |
| l | 501 | 4.8% |
| d | 401 | 3.9% |
| r | 315 | 3.0% |
| Other values (7) | 794 | 7.6% |
| Value | Count | Frequency (%) |
| e | 518 | |
| c | 312 | |
| i | 308 | |
| n | 163 | 7.8% |
| a | 137 | 6.5% |
| s | 103 | 4.9% |
| l | 95 | 4.5% |
| f | 89 | 4.3% |
| r | 85 | 4.1% |
| g | 67 | 3.2% |
| Other values (7) | 215 |
Space Separator
| Value | Count | Frequency (%) |
| 637 |
| Value | Count | Frequency (%) |
| 128 |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 525 | |
| L | 517 | |
| S | 517 | |
| T | 100 | 5.3% |
| D | 100 | 5.3% |
| O | 71 | 3.8% |
| H | 20 | 1.1% |
| R | 20 | 1.1% |
| Value | Count | Frequency (%) |
| M | 98 | |
| L | 89 | |
| S | 89 | |
| T | 32 | 8.8% |
| D | 32 | 8.8% |
| O | 11 | 3.0% |
| H | 7 | 1.9% |
| R | 7 | 1.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 12262 | |
| Common | 637 | 4.9% |
| Value | Count | Frequency (%) |
| Latin | 2457 | |
| Common | 128 | 5.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 2587 | |
| i | 1659 | |
| c | 1655 | |
| n | 761 | 6.2% |
| a | 645 | 5.3% |
| s | 557 | 4.5% |
| M | 525 | 4.3% |
| L | 517 | 4.2% |
| f | 517 | 4.2% |
| S | 517 | 4.2% |
| Other values (15) | 2322 |
| Value | Count | Frequency (%) |
| e | 518 | |
| c | 312 | |
| i | 308 | |
| n | 163 | 6.6% |
| a | 137 | 5.6% |
| s | 103 | 4.2% |
| M | 98 | 4.0% |
| l | 95 | 3.9% |
| L | 89 | 3.6% |
| f | 89 | 3.6% |
| Other values (15) | 545 |
Common
| Value | Count | Frequency (%) |
| 637 |
| Value | Count | Frequency (%) |
| 128 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12899 |
| Value | Count | Frequency (%) |
| ASCII | 2585 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 2587 | |
| i | 1659 | |
| c | 1655 | |
| n | 761 | 5.9% |
| a | 645 | 5.0% |
| 637 | 4.9% | |
| s | 557 | 4.3% |
| M | 525 | 4.1% |
| L | 517 | 4.0% |
| f | 517 | 4.0% |
| Other values (16) | 2839 |
| Value | Count | Frequency (%) |
| e | 518 | |
| c | 312 | |
| i | 308 | |
| n | 163 | 6.3% |
| a | 137 | 5.3% |
| 128 | 5.0% | |
| s | 103 | 4.0% |
| M | 98 | 3.8% |
| l | 95 | 3.7% |
| L | 89 | 3.4% |
| Other values (16) | 634 |
EmployeeCount
Categorical
| No Attrition | Attrition | |
|---|---|---|
| Distinct | 1 | 1 |
| Distinct (%) | 0.1% | 0.4% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 19.3 KiB | 3.7 KiB |
| 1 |
|---|
| 1 |
|---|
Length
| No Attrition | Attrition | |
|---|---|---|
| Max length | 1 | 1 |
| Median length | 1 | 1 |
| Mean length | 1 | 1 |
| Min length | 1 | 1 |
Characters and Unicode
| No Attrition | Attrition | |
|---|---|---|
| Total characters | 1233 | 237 |
| Distinct characters | 1 | 1 |
| Distinct categories | 1 | 1 ? |
| Distinct scripts | 1 | 1 ? |
| Distinct blocks | 1 | 1 ? |
Unique
| No Attrition | Attrition | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| No Attrition | Attrition | |
|---|---|---|
| 1st row | 1 | 1 |
| 2nd row | 1 | 1 |
| 3rd row | 1 | 1 |
| 4th row | 1 | 1 |
| 5th row | 1 | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1233 |
| Value | Count | Frequency (%) |
| 1 | 237 |
Length
Common Values (Plot)
No Attrition
Attrition
| Value | Count | Frequency (%) |
| 1 | 1233 |
| Value | Count | Frequency (%) |
| 1 | 237 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1233 |
| Value | Count | Frequency (%) |
| 1 | 237 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1233 |
| Value | Count | Frequency (%) |
| Decimal Number | 237 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 1233 |
| Value | Count | Frequency (%) |
| 1 | 237 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1233 |
| Value | Count | Frequency (%) |
| Common | 237 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 1233 |
| Value | Count | Frequency (%) |
| 1 | 237 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1233 |
| Value | Count | Frequency (%) |
| ASCII | 237 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 1233 |
| Value | Count | Frequency (%) |
| 1 | 237 |
EmployeeNumber
Real number (ℝ)
| No Attrition | Attrition | |
|---|---|---|
| Distinct | 1233 | 237 |
| Distinct (%) | 100.0% | 100.0% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 1027.6561 | 1010.346 |
| No Attrition | Attrition | |
|---|---|---|
| Minimum | 2 | 1 |
| Maximum | 2068 | 2055 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 19.3 KiB | 3.7 KiB |
Quantile statistics
| No Attrition | Attrition | |
|---|---|---|
| Minimum | 2 | 1 |
| 5-th percentile | 99.2 | 64.8 |
| Q1 | 483 | 514 |
| median | 1022 | 1017 |
| Q3 | 1574 | 1486 |
| 95-th percentile | 1974.4 | 1911.2 |
| Maximum | 2068 | 2055 |
| Range | 2066 | 2054 |
| Interquartile range (IQR) | 1091 | 972 |
Descriptive statistics
| No Attrition | Attrition | |
|---|---|---|
| Standard deviation | 606.21707 | 580.75057 |
| Coefficient of variation (CV) | 0.58990265 | 0.57480366 |
| Kurtosis | -1.2438438 | -1.1114959 |
| Mean | 1027.6561 | 1010.346 |
| Median Absolute Deviation (MAD) | 542 | 472 |
| Skewness | 0.020213347 | -0.012146585 |
| Sum | 1267100 | 239452 |
| Variance | 367499.14 | 337271.23 |
| Monotonicity | Strictly increasing | Strictly increasing |
| Value | Count | Frequency (%) |
| 2 | 1 | 0.1% |
| 1390 | 1 | 0.1% |
| 1399 | 1 | 0.1% |
| 1397 | 1 | 0.1% |
| 1396 | 1 | 0.1% |
| 1395 | 1 | 0.1% |
| 1394 | 1 | 0.1% |
| 1392 | 1 | 0.1% |
| 1391 | 1 | 0.1% |
| 1387 | 1 | 0.1% |
| Other values (1223) | 1223 |
| Value | Count | Frequency (%) |
| 1 | 1 | 0.4% |
| 1379 | 1 | 0.4% |
| 1277 | 1 | 0.4% |
| 1279 | 1 | 0.4% |
| 1295 | 1 | 0.4% |
| 1299 | 1 | 0.4% |
| 1309 | 1 | 0.4% |
| 1310 | 1 | 0.4% |
| 1318 | 1 | 0.4% |
| 1319 | 1 | 0.4% |
| Other values (227) | 227 |
| Value | Count | Frequency (%) |
| 2 | 1 | |
| 5 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 10 | 1 | |
| 11 | 1 | |
| 12 | 1 | |
| 13 | 1 | |
| 14 | 1 | |
| 15 | 1 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 4 | 1 | |
| 19 | 1 | |
| 27 | 1 | |
| 31 | 1 | |
| 33 | 1 | |
| 42 | 1 | |
| 45 | 1 | |
| 47 | 1 | |
| 55 | 1 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 4 | 1 | |
| 19 | 1 | |
| 27 | 1 | |
| 31 | 1 | |
| 33 | 1 | |
| 42 | 1 | |
| 45 | 1 | |
| 47 | 1 | |
| 55 | 1 |
| Value | Count | Frequency (%) |
| 2 | 1 | |
| 5 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 10 | 1 | |
| 11 | 1 | |
| 12 | 1 | |
| 13 | 1 | |
| 14 | 1 | |
| 15 | 1 |
EnvironmentSatisfaction
Categorical
| No Attrition | Attrition | |
|---|---|---|
| Distinct | 4 | 4 |
| Distinct (%) | 0.3% | 1.7% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 19.3 KiB | 3.7 KiB |
| 3 | |
|---|---|
| 4 | |
| 2 | |
| 1 |
| 1 | |
|---|---|
| 3 | |
| 4 | |
| 2 |
Length
| No Attrition | Attrition | |
|---|---|---|
| Max length | 1 | 1 |
| Median length | 1 | 1 |
| Mean length | 1 | 1 |
| Min length | 1 | 1 |
Characters and Unicode
| No Attrition | Attrition | |
|---|---|---|
| Total characters | 1233 | 237 |
| Distinct characters | 4 | 4 |
| Distinct categories | 1 | 1 ? |
| Distinct scripts | 1 | 1 ? |
| Distinct blocks | 1 | 1 ? |
Unique
| No Attrition | Attrition | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| No Attrition | Attrition | |
|---|---|---|
| 1st row | 3 | 2 |
| 2nd row | 4 | 4 |
| 3rd row | 1 | 3 |
| 4th row | 4 | 3 |
| 5th row | 3 | 2 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 391 | |
| 4 | 386 | |
| 2 | 244 | |
| 1 | 212 |
| Value | Count | Frequency (%) |
| 1 | 72 | |
| 3 | 62 | |
| 4 | 60 | |
| 2 | 43 |
Length
Common Values (Plot)
No Attrition
Attrition
| Value | Count | Frequency (%) |
| 3 | 391 | |
| 4 | 386 | |
| 2 | 244 | |
| 1 | 212 |
| Value | Count | Frequency (%) |
| 1 | 72 | |
| 3 | 62 | |
| 4 | 60 | |
| 2 | 43 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 391 | |
| 4 | 386 | |
| 2 | 244 | |
| 1 | 212 |
| Value | Count | Frequency (%) |
| 1 | 72 | |
| 3 | 62 | |
| 4 | 60 | |
| 2 | 43 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1233 |
| Value | Count | Frequency (%) |
| Decimal Number | 237 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 391 | |
| 4 | 386 | |
| 2 | 244 | |
| 1 | 212 |
| Value | Count | Frequency (%) |
| 1 | 72 | |
| 3 | 62 | |
| 4 | 60 | |
| 2 | 43 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1233 |
| Value | Count | Frequency (%) |
| Common | 237 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 391 | |
| 4 | 386 | |
| 2 | 244 | |
| 1 | 212 |
| Value | Count | Frequency (%) |
| 1 | 72 | |
| 3 | 62 | |
| 4 | 60 | |
| 2 | 43 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1233 |
| Value | Count | Frequency (%) |
| ASCII | 237 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 391 | |
| 4 | 386 | |
| 2 | 244 | |
| 1 | 212 |
| Value | Count | Frequency (%) |
| 1 | 72 | |
| 3 | 62 | |
| 4 | 60 | |
| 2 | 43 |
Gender
Categorical
| No Attrition | Attrition | |
|---|---|---|
| Distinct | 2 | 2 |
| Distinct (%) | 0.2% | 0.8% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 19.3 KiB | 3.7 KiB |
| Male | |
|---|---|
| Female |
| Male | |
|---|---|
| Female |
Length
| No Attrition | Attrition | |
|---|---|---|
| Max length | 6 | 6 |
| Median length | 4 | 4 |
| Mean length | 4.8126521 | 4.7341772 |
| Min length | 4 | 4 |
Characters and Unicode
| No Attrition | Attrition | |
|---|---|---|
| Total characters | 5934 | 1122 |
| Distinct characters | 6 | 6 |
| Distinct categories | 2 | 2 ? |
| Distinct scripts | 1 | 1 ? |
| Distinct blocks | 1 | 1 ? |
Unique
| No Attrition | Attrition | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| No Attrition | Attrition | |
|---|---|---|
| 1st row | Male | Female |
| 2nd row | Female | Male |
| 3rd row | Male | Male |
| 4th row | Male | Male |
| 5th row | Female | Male |
Common Values
| Value | Count | Frequency (%) |
| Male | 732 | |
| Female | 501 |
| Value | Count | Frequency (%) |
| Male | 150 | |
| Female | 87 |
Length
Common Values (Plot)
No Attrition
Attrition
| Value | Count | Frequency (%) |
| male | 732 | |
| female | 501 |
| Value | Count | Frequency (%) |
| male | 150 | |
| female | 87 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1734 | |
| a | 1233 | |
| l | 1233 | |
| M | 732 | |
| F | 501 | 8.4% |
| m | 501 | 8.4% |
| Value | Count | Frequency (%) |
| e | 324 | |
| a | 237 | |
| l | 237 | |
| M | 150 | |
| F | 87 | 7.8% |
| m | 87 | 7.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 4701 | |
| Uppercase Letter | 1233 | 20.8% |
| Value | Count | Frequency (%) |
| Lowercase Letter | 885 | |
| Uppercase Letter | 237 | 21.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 1734 | |
| a | 1233 | |
| l | 1233 | |
| m | 501 | 10.7% |
| Value | Count | Frequency (%) |
| e | 324 | |
| a | 237 | |
| l | 237 | |
| m | 87 | 9.8% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 732 | |
| F | 501 |
| Value | Count | Frequency (%) |
| M | 150 | |
| F | 87 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 5934 |
| Value | Count | Frequency (%) |
| Latin | 1122 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 1734 | |
| a | 1233 | |
| l | 1233 | |
| M | 732 | |
| F | 501 | 8.4% |
| m | 501 | 8.4% |
| Value | Count | Frequency (%) |
| e | 324 | |
| a | 237 | |
| l | 237 | |
| M | 150 | |
| F | 87 | 7.8% |
| m | 87 | 7.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5934 |
| Value | Count | Frequency (%) |
| ASCII | 1122 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 1734 | |
| a | 1233 | |
| l | 1233 | |
| M | 732 | |
| F | 501 | 8.4% |
| m | 501 | 8.4% |
| Value | Count | Frequency (%) |
| e | 324 | |
| a | 237 | |
| l | 237 | |
| M | 150 | |
| F | 87 | 7.8% |
| m | 87 | 7.8% |
HourlyRate
Real number (ℝ)
| No Attrition | Attrition | |
|---|---|---|
| Distinct | 71 | 69 |
| Distinct (%) | 5.8% | 29.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 65.952149 | 65.57384 |
| No Attrition | Attrition | |
|---|---|---|
| Minimum | 30 | 31 |
| Maximum | 100 | 100 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 19.3 KiB | 3.7 KiB |
Quantile statistics
| No Attrition | Attrition | |
|---|---|---|
| Minimum | 30 | 31 |
| 5-th percentile | 33 | 34 |
| Q1 | 48 | 50 |
| median | 66 | 66 |
| Q3 | 83 | 84 |
| 95-th percentile | 97 | 97.2 |
| Maximum | 100 | 100 |
| Range | 70 | 69 |
| Interquartile range (IQR) | 35 | 34 |
Descriptive statistics
| No Attrition | Attrition | |
|---|---|---|
| Standard deviation | 20.380754 | 20.099958 |
| Coefficient of variation (CV) | 0.30902335 | 0.30652403 |
| Kurtosis | -1.2034901 | -1.1520236 |
| Mean | 65.952149 | 65.57384 |
| Median Absolute Deviation (MAD) | 18 | 17 |
| Skewness | -0.047954473 | 0.051688955 |
| Sum | 81319 | 15541 |
| Variance | 415.37514 | 404.0083 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 42 | 28 | 2.3% |
| 98 | 25 | 2.0% |
| 87 | 25 | 2.0% |
| 96 | 23 | 1.9% |
| 48 | 23 | 1.9% |
| 92 | 22 | 1.8% |
| 56 | 22 | 1.8% |
| 84 | 22 | 1.8% |
| 66 | 22 | 1.8% |
| 60 | 21 | 1.7% |
| Other values (61) | 1000 |
| Value | Count | Frequency (%) |
| 66 | 7 | 3.0% |
| 50 | 6 | 2.5% |
| 57 | 6 | 2.5% |
| 84 | 6 | 2.5% |
| 85 | 6 | 2.5% |
| 79 | 6 | 2.5% |
| 70 | 6 | 2.5% |
| 94 | 5 | 2.1% |
| 100 | 5 | 2.1% |
| 51 | 5 | 2.1% |
| Other values (59) | 179 |
| Value | Count | Frequency (%) |
| 30 | 19 | |
| 31 | 13 | |
| 32 | 20 | |
| 33 | 16 | |
| 34 | 7 | 0.6% |
| 35 | 17 | |
| 36 | 13 | |
| 37 | 15 | |
| 38 | 9 | |
| 39 | 13 |
| Value | Count | Frequency (%) |
| 31 | 2 | 0.8% |
| 32 | 4 | |
| 33 | 3 | |
| 34 | 5 | |
| 35 | 1 | 0.4% |
| 36 | 5 | |
| 37 | 3 | |
| 38 | 4 | |
| 39 | 4 | |
| 40 | 2 | 0.8% |
| Value | Count | Frequency (%) |
| 31 | 2 | 0.2% |
| 32 | 4 | |
| 33 | 3 | |
| 34 | 5 | |
| 35 | 1 | 0.1% |
| 36 | 5 | |
| 37 | 3 | |
| 38 | 4 | |
| 39 | 4 | |
| 40 | 2 | 0.2% |
| Value | Count | Frequency (%) |
| 30 | 19 | |
| 31 | 13 | |
| 32 | 20 | |
| 33 | 16 | |
| 34 | 7 | 3.0% |
| 35 | 17 | |
| 36 | 13 | |
| 37 | 15 | |
| 38 | 9 | |
| 39 | 13 |
JobInvolvement
Categorical
| No Attrition | Attrition | |
|---|---|---|
| Distinct | 4 | 4 |
| Distinct (%) | 0.3% | 1.7% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 19.3 KiB | 3.7 KiB |
| 3 | |
|---|---|
| 2 | |
| 4 | |
| 1 | 55 |
| 3 | |
|---|---|
| 2 | |
| 1 | |
| 4 |
Length
| No Attrition | Attrition | |
|---|---|---|
| Max length | 1 | 1 |
| Median length | 1 | 1 |
| Mean length | 1 | 1 |
| Min length | 1 | 1 |
Characters and Unicode
| No Attrition | Attrition | |
|---|---|---|
| Total characters | 1233 | 237 |
| Distinct characters | 4 | 4 |
| Distinct categories | 1 | 1 ? |
| Distinct scripts | 1 | 1 ? |
| Distinct blocks | 1 | 1 ? |
Unique
| No Attrition | Attrition | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| No Attrition | Attrition | |
|---|---|---|
| 1st row | 2 | 3 |
| 2nd row | 3 | 2 |
| 3rd row | 3 | 2 |
| 4th row | 3 | 2 |
| 5th row | 4 | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 743 | |
| 2 | 304 | |
| 4 | 131 | 10.6% |
| 1 | 55 | 4.5% |
| Value | Count | Frequency (%) |
| 3 | 125 | |
| 2 | 71 | |
| 1 | 28 | 11.8% |
| 4 | 13 | 5.5% |
Length
Common Values (Plot)
No Attrition
Attrition
| Value | Count | Frequency (%) |
| 3 | 743 | |
| 2 | 304 | |
| 4 | 131 | 10.6% |
| 1 | 55 | 4.5% |
| Value | Count | Frequency (%) |
| 3 | 125 | |
| 2 | 71 | |
| 1 | 28 | 11.8% |
| 4 | 13 | 5.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 743 | |
| 2 | 304 | |
| 4 | 131 | 10.6% |
| 1 | 55 | 4.5% |
| Value | Count | Frequency (%) |
| 3 | 125 | |
| 2 | 71 | |
| 1 | 28 | 11.8% |
| 4 | 13 | 5.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1233 |
| Value | Count | Frequency (%) |
| Decimal Number | 237 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 743 | |
| 2 | 304 | |
| 4 | 131 | 10.6% |
| 1 | 55 | 4.5% |
| Value | Count | Frequency (%) |
| 3 | 125 | |
| 2 | 71 | |
| 1 | 28 | 11.8% |
| 4 | 13 | 5.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1233 |
| Value | Count | Frequency (%) |
| Common | 237 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 743 | |
| 2 | 304 | |
| 4 | 131 | 10.6% |
| 1 | 55 | 4.5% |
| Value | Count | Frequency (%) |
| 3 | 125 | |
| 2 | 71 | |
| 1 | 28 | 11.8% |
| 4 | 13 | 5.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1233 |
| Value | Count | Frequency (%) |
| ASCII | 237 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 743 | |
| 2 | 304 | |
| 4 | 131 | 10.6% |
| 1 | 55 | 4.5% |
| Value | Count | Frequency (%) |
| 3 | 125 | |
| 2 | 71 | |
| 1 | 28 | 11.8% |
| 4 | 13 | 5.5% |
JobLevel
Categorical
| No Attrition | Attrition | |
|---|---|---|
| Distinct | 5 | 5 |
| Distinct (%) | 0.4% | 2.1% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 19.3 KiB | 3.7 KiB |
| 2 | |
|---|---|
| 1 | |
| 3 | |
| 4 | |
| 5 |
| 1 | |
|---|---|
| 2 | |
| 3 | |
| 5 | 5 |
| 4 | 5 |
Length
| No Attrition | Attrition | |
|---|---|---|
| Max length | 1 | 1 |
| Median length | 1 | 1 |
| Mean length | 1 | 1 |
| Min length | 1 | 1 |
Characters and Unicode
| No Attrition | Attrition | |
|---|---|---|
| Total characters | 1233 | 237 |
| Distinct characters | 5 | 5 |
| Distinct categories | 1 | 1 ? |
| Distinct scripts | 1 | 1 ? |
| Distinct blocks | 1 | 1 ? |
Unique
| No Attrition | Attrition | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| No Attrition | Attrition | |
|---|---|---|
| 1st row | 2 | 2 |
| 2nd row | 1 | 1 |
| 3rd row | 1 | 1 |
| 4th row | 1 | 1 |
| 5th row | 1 | 1 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 482 | |
| 1 | 400 | |
| 3 | 186 | 15.1% |
| 4 | 101 | 8.2% |
| 5 | 64 | 5.2% |
| Value | Count | Frequency (%) |
| 1 | 143 | |
| 2 | 52 | 21.9% |
| 3 | 32 | 13.5% |
| 5 | 5 | 2.1% |
| 4 | 5 | 2.1% |
Length
Common Values (Plot)
No Attrition
Attrition
| Value | Count | Frequency (%) |
| 2 | 482 | |
| 1 | 400 | |
| 3 | 186 | 15.1% |
| 4 | 101 | 8.2% |
| 5 | 64 | 5.2% |
| Value | Count | Frequency (%) |
| 1 | 143 | |
| 2 | 52 | 21.9% |
| 3 | 32 | 13.5% |
| 5 | 5 | 2.1% |
| 4 | 5 | 2.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 482 | |
| 1 | 400 | |
| 3 | 186 | 15.1% |
| 4 | 101 | 8.2% |
| 5 | 64 | 5.2% |
| Value | Count | Frequency (%) |
| 1 | 143 | |
| 2 | 52 | 21.9% |
| 3 | 32 | 13.5% |
| 5 | 5 | 2.1% |
| 4 | 5 | 2.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1233 |
| Value | Count | Frequency (%) |
| Decimal Number | 237 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 482 | |
| 1 | 400 | |
| 3 | 186 | 15.1% |
| 4 | 101 | 8.2% |
| 5 | 64 | 5.2% |
| Value | Count | Frequency (%) |
| 1 | 143 | |
| 2 | 52 | 21.9% |
| 3 | 32 | 13.5% |
| 5 | 5 | 2.1% |
| 4 | 5 | 2.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1233 |
| Value | Count | Frequency (%) |
| Common | 237 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 482 | |
| 1 | 400 | |
| 3 | 186 | 15.1% |
| 4 | 101 | 8.2% |
| 5 | 64 | 5.2% |
| Value | Count | Frequency (%) |
| 1 | 143 | |
| 2 | 52 | 21.9% |
| 3 | 32 | 13.5% |
| 5 | 5 | 2.1% |
| 4 | 5 | 2.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1233 |
| Value | Count | Frequency (%) |
| ASCII | 237 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 482 | |
| 1 | 400 | |
| 3 | 186 | 15.1% |
| 4 | 101 | 8.2% |
| 5 | 64 | 5.2% |
| Value | Count | Frequency (%) |
| 1 | 143 | |
| 2 | 52 | 21.9% |
| 3 | 32 | 13.5% |
| 5 | 5 | 2.1% |
| 4 | 5 | 2.1% |
JobRole
Categorical
| No Attrition | Attrition | |
|---|---|---|
| Distinct | 9 | 9 |
| Distinct (%) | 0.7% | 3.8% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 19.3 KiB | 3.7 KiB |
| Sales Executive | |
|---|---|
| Research Scientist | |
| Laboratory Technician | |
| Manufacturing Director | |
| Healthcare Representative | |
| Other values (4) |
| Laboratory Technician | |
|---|---|
| Sales Executive | |
| Research Scientist | |
| Sales Representative | |
| Human Resources | |
| Other values (4) |
Length
| No Attrition | Attrition | |
|---|---|---|
| Max length | 25 | 25 |
| Median length | 21 | 22 |
| Mean length | 18.010543 | 18.383966 |
| Min length | 7 | 7 |
Characters and Unicode
| No Attrition | Attrition | |
|---|---|---|
| Total characters | 22207 | 4357 |
| Distinct characters | 29 | 29 |
| Distinct categories | 3 | 3 ? |
| Distinct scripts | 2 | 2 ? |
| Distinct blocks | 1 | 1 ? |
Unique
| No Attrition | Attrition | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| No Attrition | Attrition | |
|---|---|---|
| 1st row | Research Scientist | Sales Executive |
| 2nd row | Research Scientist | Laboratory Technician |
| 3rd row | Laboratory Technician | Laboratory Technician |
| 4th row | Laboratory Technician | Sales Representative |
| 5th row | Laboratory Technician | Research Scientist |
Common Values
| Value | Count | Frequency (%) |
| Sales Executive | 269 | |
| Research Scientist | 245 | |
| Laboratory Technician | 197 | |
| Manufacturing Director | 135 | |
| Healthcare Representative | 122 | |
| Manager | 97 | 7.9% |
| Research Director | 78 | 6.3% |
| Sales Representative | 50 | 4.1% |
| Human Resources | 40 | 3.2% |
| Value | Count | Frequency (%) |
| Laboratory Technician | 62 | |
| Sales Executive | 57 | |
| Research Scientist | 47 | |
| Sales Representative | 33 | |
| Human Resources | 12 | 5.1% |
| Manufacturing Director | 10 | 4.2% |
| Healthcare Representative | 9 | 3.8% |
| Manager | 5 | 2.1% |
| Research Director | 2 | 0.8% |
Length
Common Values (Plot)
No Attrition
Attrition
| Value | Count | Frequency (%) |
| research | 323 | |
| sales | 319 | |
| executive | 269 | |
| scientist | 245 | |
| director | 213 | |
| laboratory | 197 | |
| technician | 197 | |
| representative | 172 | |
| manufacturing | 135 | |
| healthcare | 122 | 5.1% |
| Other values (3) | 177 |
| Value | Count | Frequency (%) |
| sales | 90 | |
| laboratory | 62 | |
| technician | 62 | |
| executive | 57 | |
| research | 49 | |
| scientist | 47 | |
| representative | 42 | |
| human | 12 | 2.6% |
| resources | 12 | 2.6% |
| director | 12 | 2.6% |
| Other values (3) | 24 | 5.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 3267 | |
| a | 2153 | 9.7% |
| t | 1770 | 8.0% |
| c | 1741 | 7.8% |
| r | 1709 | 7.7% |
| i | 1673 | 7.5% |
| n | 1218 | 5.5% |
| s | 1139 | 5.1% |
| 1136 | 5.1% | |
| o | 647 | 2.9% |
| Other values (19) | 5754 |
| Value | Count | Frequency (%) |
| e | 638 | |
| a | 427 | 9.8% |
| i | 339 | 7.8% |
| t | 328 | 7.5% |
| c | 320 | 7.3% |
| r | 275 | 6.3% |
| s | 252 | 5.8% |
| n | 250 | 5.7% |
| 232 | 5.3% | |
| o | 148 | 3.4% |
| Other values (19) | 1148 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 18702 | |
| Uppercase Letter | 2369 | 10.7% |
| Space Separator | 1136 | 5.1% |
| Value | Count | Frequency (%) |
| Lowercase Letter | 3656 | |
| Uppercase Letter | 469 | 10.8% |
| Space Separator | 232 | 5.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 3267 | |
| a | 2153 | |
| t | 1770 | |
| c | 1741 | |
| r | 1709 | |
| i | 1673 | |
| n | 1218 | 6.5% |
| s | 1139 | 6.1% |
| o | 647 | 3.5% |
| h | 642 | 3.4% |
| Other values (10) | 2743 |
| Value | Count | Frequency (%) |
| e | 638 | |
| a | 427 | |
| i | 339 | |
| t | 328 | |
| c | 320 | |
| r | 275 | |
| s | 252 | 6.9% |
| n | 250 | 6.8% |
| o | 148 | 4.0% |
| h | 120 | 3.3% |
| Other values (10) | 559 |
Space Separator
| Value | Count | Frequency (%) |
| 1136 |
| Value | Count | Frequency (%) |
| 232 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 564 | |
| R | 535 | |
| E | 269 | |
| M | 232 | |
| D | 213 | 9.0% |
| L | 197 | 8.3% |
| T | 197 | 8.3% |
| H | 162 | 6.8% |
| Value | Count | Frequency (%) |
| S | 137 | |
| R | 103 | |
| L | 62 | |
| T | 62 | |
| E | 57 | |
| H | 21 | 4.5% |
| M | 15 | 3.2% |
| D | 12 | 2.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 21071 | |
| Common | 1136 | 5.1% |
| Value | Count | Frequency (%) |
| Latin | 4125 | |
| Common | 232 | 5.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 3267 | |
| a | 2153 | |
| t | 1770 | 8.4% |
| c | 1741 | 8.3% |
| r | 1709 | 8.1% |
| i | 1673 | 7.9% |
| n | 1218 | 5.8% |
| s | 1139 | 5.4% |
| o | 647 | 3.1% |
| h | 642 | 3.0% |
| Other values (18) | 5112 |
| Value | Count | Frequency (%) |
| e | 638 | |
| a | 427 | |
| i | 339 | 8.2% |
| t | 328 | 8.0% |
| c | 320 | 7.8% |
| r | 275 | 6.7% |
| s | 252 | 6.1% |
| n | 250 | 6.1% |
| o | 148 | 3.6% |
| S | 137 | 3.3% |
| Other values (18) | 1011 |
Common
| Value | Count | Frequency (%) |
| 1136 |
| Value | Count | Frequency (%) |
| 232 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 22207 |
| Value | Count | Frequency (%) |
| ASCII | 4357 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 3267 | |
| a | 2153 | 9.7% |
| t | 1770 | 8.0% |
| c | 1741 | 7.8% |
| r | 1709 | 7.7% |
| i | 1673 | 7.5% |
| n | 1218 | 5.5% |
| s | 1139 | 5.1% |
| 1136 | 5.1% | |
| o | 647 | 2.9% |
| Other values (19) | 5754 |
| Value | Count | Frequency (%) |
| e | 638 | |
| a | 427 | 9.8% |
| i | 339 | 7.8% |
| t | 328 | 7.5% |
| c | 320 | 7.3% |
| r | 275 | 6.3% |
| s | 252 | 5.8% |
| n | 250 | 5.7% |
| 232 | 5.3% | |
| o | 148 | 3.4% |
| Other values (19) | 1148 |
JobSatisfaction
Categorical
| No Attrition | Attrition | |
|---|---|---|
| Distinct | 4 | 4 |
| Distinct (%) | 0.3% | 1.7% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 19.3 KiB | 3.7 KiB |
| 4 | |
|---|---|
| 3 | |
| 2 | |
| 1 |
| 3 | |
|---|---|
| 1 | |
| 4 | |
| 2 |
Length
| No Attrition | Attrition | |
|---|---|---|
| Max length | 1 | 1 |
| Median length | 1 | 1 |
| Mean length | 1 | 1 |
| Min length | 1 | 1 |
Characters and Unicode
| No Attrition | Attrition | |
|---|---|---|
| Total characters | 1233 | 237 |
| Distinct characters | 4 | 4 |
| Distinct categories | 1 | 1 ? |
| Distinct scripts | 1 | 1 ? |
| Distinct blocks | 1 | 1 ? |
Unique
| No Attrition | Attrition | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| No Attrition | Attrition | |
|---|---|---|
| 1st row | 2 | 4 |
| 2nd row | 3 | 3 |
| 3rd row | 2 | 3 |
| 4th row | 4 | 1 |
| 5th row | 1 | 1 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 407 | |
| 3 | 369 | |
| 2 | 234 | |
| 1 | 223 |
| Value | Count | Frequency (%) |
| 3 | 73 | |
| 1 | 66 | |
| 4 | 52 | |
| 2 | 46 |
Length
Common Values (Plot)
No Attrition
Attrition
| Value | Count | Frequency (%) |
| 4 | 407 | |
| 3 | 369 | |
| 2 | 234 | |
| 1 | 223 |
| Value | Count | Frequency (%) |
| 3 | 73 | |
| 1 | 66 | |
| 4 | 52 | |
| 2 | 46 |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 407 | |
| 3 | 369 | |
| 2 | 234 | |
| 1 | 223 |
| Value | Count | Frequency (%) |
| 3 | 73 | |
| 1 | 66 | |
| 4 | 52 | |
| 2 | 46 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1233 |
| Value | Count | Frequency (%) |
| Decimal Number | 237 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 407 | |
| 3 | 369 | |
| 2 | 234 | |
| 1 | 223 |
| Value | Count | Frequency (%) |
| 3 | 73 | |
| 1 | 66 | |
| 4 | 52 | |
| 2 | 46 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1233 |
| Value | Count | Frequency (%) |
| Common | 237 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 407 | |
| 3 | 369 | |
| 2 | 234 | |
| 1 | 223 |
| Value | Count | Frequency (%) |
| 3 | 73 | |
| 1 | 66 | |
| 4 | 52 | |
| 2 | 46 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1233 |
| Value | Count | Frequency (%) |
| ASCII | 237 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 407 | |
| 3 | 369 | |
| 2 | 234 | |
| 1 | 223 |
| Value | Count | Frequency (%) |
| 3 | 73 | |
| 1 | 66 | |
| 4 | 52 | |
| 2 | 46 |
MaritalStatus
Categorical
| No Attrition | Attrition | |
|---|---|---|
| Distinct | 3 | 3 |
| Distinct (%) | 0.2% | 1.3% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 19.3 KiB | 3.7 KiB |
| Married | |
|---|---|
| Single | |
| Divorced |
| Single | |
|---|---|
| Married | |
| Divorced |
Length
| No Attrition | Attrition | |
|---|---|---|
| Max length | 8 | 8 |
| Median length | 7 | 6 |
| Mean length | 6.9545823 | 6.6329114 |
| Min length | 6 | 6 |
Characters and Unicode
| No Attrition | Attrition | |
|---|---|---|
| Total characters | 8575 | 1572 |
| Distinct characters | 14 | 14 |
| Distinct categories | 2 | 2 ? |
| Distinct scripts | 1 | 1 ? |
| Distinct blocks | 1 | 1 ? |
Unique
| No Attrition | Attrition | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| No Attrition | Attrition | |
|---|---|---|
| 1st row | Married | Single |
| 2nd row | Married | Single |
| 3rd row | Married | Single |
| 4th row | Single | Single |
| 5th row | Married | Single |
Common Values
| Value | Count | Frequency (%) |
| Married | 589 | |
| Single | 350 | |
| Divorced | 294 |
| Value | Count | Frequency (%) |
| Single | 120 | |
| Married | 84 | |
| Divorced | 33 | 13.9% |
Length
Common Values (Plot)
No Attrition
Attrition
| Value | Count | Frequency (%) |
| married | 589 | |
| single | 350 | |
| divorced | 294 |
| Value | Count | Frequency (%) |
| single | 120 | |
| married | 84 | |
| divorced | 33 | 13.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 1472 | |
| i | 1233 | |
| e | 1233 | |
| d | 883 | |
| M | 589 | |
| a | 589 | |
| S | 350 | 4.1% |
| n | 350 | 4.1% |
| g | 350 | 4.1% |
| l | 350 | 4.1% |
| Other values (4) | 1176 |
| Value | Count | Frequency (%) |
| i | 237 | |
| e | 237 | |
| r | 201 | |
| S | 120 | |
| n | 120 | |
| g | 120 | |
| l | 120 | |
| d | 117 | |
| M | 84 | 5.3% |
| a | 84 | 5.3% |
| Other values (4) | 132 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 7342 | |
| Uppercase Letter | 1233 | 14.4% |
| Value | Count | Frequency (%) |
| Lowercase Letter | 1335 | |
| Uppercase Letter | 237 | 15.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 1472 | |
| i | 1233 | |
| e | 1233 | |
| d | 883 | |
| a | 589 | |
| n | 350 | 4.8% |
| g | 350 | 4.8% |
| l | 350 | 4.8% |
| v | 294 | 4.0% |
| o | 294 | 4.0% |
| Value | Count | Frequency (%) |
| i | 237 | |
| e | 237 | |
| r | 201 | |
| n | 120 | |
| g | 120 | |
| l | 120 | |
| d | 117 | |
| a | 84 | 6.3% |
| v | 33 | 2.5% |
| o | 33 | 2.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 589 | |
| S | 350 | |
| D | 294 |
| Value | Count | Frequency (%) |
| S | 120 | |
| M | 84 | |
| D | 33 | 13.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 8575 |
| Value | Count | Frequency (%) |
| Latin | 1572 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 1472 | |
| i | 1233 | |
| e | 1233 | |
| d | 883 | |
| M | 589 | |
| a | 589 | |
| S | 350 | 4.1% |
| n | 350 | 4.1% |
| g | 350 | 4.1% |
| l | 350 | 4.1% |
| Other values (4) | 1176 |
| Value | Count | Frequency (%) |
| i | 237 | |
| e | 237 | |
| r | 201 | |
| S | 120 | |
| n | 120 | |
| g | 120 | |
| l | 120 | |
| d | 117 | |
| M | 84 | 5.3% |
| a | 84 | 5.3% |
| Other values (4) | 132 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8575 |
| Value | Count | Frequency (%) |
| ASCII | 1572 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 1472 | |
| i | 1233 | |
| e | 1233 | |
| d | 883 | |
| M | 589 | |
| a | 589 | |
| S | 350 | 4.1% |
| n | 350 | 4.1% |
| g | 350 | 4.1% |
| l | 350 | 4.1% |
| Other values (4) | 1176 |
| Value | Count | Frequency (%) |
| i | 237 | |
| e | 237 | |
| r | 201 | |
| S | 120 | |
| n | 120 | |
| g | 120 | |
| l | 120 | |
| d | 117 | |
| M | 84 | 5.3% |
| a | 84 | 5.3% |
| Other values (4) | 132 |
MonthlyIncome
Real number (ℝ)
| No Attrition | Attrition | |
|---|---|---|
| Distinct | 1155 | 233 |
| Distinct (%) | 93.7% | 98.3% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 6832.7397 | 4787.0928 |
| No Attrition | Attrition | |
|---|---|---|
| Minimum | 1051 | 1009 |
| Maximum | 19999 | 19859 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 19.3 KiB | 3.7 KiB |
Quantile statistics
| No Attrition | Attrition | |
|---|---|---|
| Minimum | 1051 | 1009 |
| 5-th percentile | 2172.8 | 1594.6 |
| Q1 | 3211 | 2373 |
| median | 5204 | 3202 |
| Q3 | 8834 | 5916 |
| 95-th percentile | 18105.4 | 11053 |
| Maximum | 19999 | 19859 |
| Range | 18948 | 18850 |
| Interquartile range (IQR) | 5623 | 3543 |
Descriptive statistics
| No Attrition | Attrition | |
|---|---|---|
| Standard deviation | 4818.208 | 3640.2104 |
| Coefficient of variation (CV) | 0.70516487 | 0.76042193 |
| Kurtosis | 0.6716405 | 4.1818449 |
| Mean | 6832.7397 | 4787.0928 |
| Median Absolute Deviation (MAD) | 2333 | 1128 |
| Skewness | 1.2862314 | 1.9211469 |
| Sum | 8424768 | 1134541 |
| Variance | 23215128 | 13251132 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 2559 | 3 | 0.2% |
| 3452 | 3 | 0.2% |
| 2451 | 3 | 0.2% |
| 5562 | 3 | 0.2% |
| 6142 | 3 | 0.2% |
| 2342 | 3 | 0.2% |
| 6347 | 3 | 0.2% |
| 2096 | 2 | 0.2% |
| 2109 | 2 | 0.2% |
| 3294 | 2 | 0.2% |
| Other values (1145) | 1206 |
| Value | Count | Frequency (%) |
| 5346 | 2 | 0.8% |
| 2293 | 2 | 0.8% |
| 2362 | 2 | 0.8% |
| 2404 | 2 | 0.8% |
| 5993 | 1 | 0.4% |
| 13695 | 1 | 0.4% |
| 18824 | 1 | 0.4% |
| 2625 | 1 | 0.4% |
| 7978 | 1 | 0.4% |
| 3339 | 1 | 0.4% |
| Other values (223) | 223 |
| Value | Count | Frequency (%) |
| 1051 | 1 | |
| 1052 | 1 | |
| 1129 | 1 | |
| 1200 | 1 | |
| 1223 | 1 | |
| 1232 | 1 | |
| 1274 | 1 | |
| 1281 | 1 | |
| 1483 | 1 | |
| 1514 | 1 |
| Value | Count | Frequency (%) |
| 1009 | 1 | |
| 1081 | 1 | |
| 1091 | 1 | |
| 1102 | 1 | |
| 1118 | 1 | |
| 1261 | 1 | |
| 1359 | 1 | |
| 1393 | 1 | |
| 1416 | 1 | |
| 1420 | 1 |
| Value | Count | Frequency (%) |
| 1009 | 1 | |
| 1081 | 1 | |
| 1091 | 1 | |
| 1102 | 1 | |
| 1118 | 1 | |
| 1261 | 1 | |
| 1359 | 1 | |
| 1393 | 1 | |
| 1416 | 1 | |
| 1420 | 1 |
| Value | Count | Frequency (%) |
| 1051 | 1 | |
| 1052 | 1 | |
| 1129 | 1 | |
| 1200 | 1 | |
| 1223 | 1 | |
| 1232 | 1 | |
| 1274 | 1 | |
| 1281 | 1 | |
| 1483 | 1 | |
| 1514 | 1 |
MonthlyRate
Real number (ℝ)
| No Attrition | Attrition | |
|---|---|---|
| Distinct | 1208 | 236 |
| Distinct (%) | 98.0% | 99.6% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 14265.779 | 14559.308 |
| No Attrition | Attrition | |
|---|---|---|
| Minimum | 2094 | 2326 |
| Maximum | 26997 | 26999 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 19.3 KiB | 3.7 KiB |
Quantile statistics
| No Attrition | Attrition | |
|---|---|---|
| Minimum | 2094 | 2326 |
| 5-th percentile | 3419.8 | 3338.2 |
| Q1 | 7973 | 8870 |
| median | 14120 | 14618 |
| Q3 | 20364 | 21081 |
| 95-th percentile | 25350 | 25771.2 |
| Maximum | 26997 | 26999 |
| Range | 24903 | 24673 |
| Interquartile range (IQR) | 12391 | 12211 |
Descriptive statistics
| No Attrition | Attrition | |
|---|---|---|
| Standard deviation | 7102.2607 | 7208.1533 |
| Coefficient of variation (CV) | 0.49785298 | 0.495089 |
| Kurtosis | -1.2197282 | -1.1944349 |
| Mean | 14265.779 | 14559.308 |
| Median Absolute Deviation (MAD) | 6215 | 6299 |
| Skewness | 0.019924006 | 0.0092522757 |
| Sum | 17589706 | 3450556 |
| Variance | 50442108 | 51957473 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 2755 | 2 | 0.2% |
| 15891 | 2 | 0.2% |
| 8952 | 2 | 0.2% |
| 6670 | 2 | 0.2% |
| 25326 | 2 | 0.2% |
| 9096 | 2 | 0.2% |
| 11737 | 2 | 0.2% |
| 11591 | 2 | 0.2% |
| 6881 | 2 | 0.2% |
| 24444 | 2 | 0.2% |
| Other values (1198) | 1213 |
| Value | Count | Frequency (%) |
| 9150 | 2 | 0.8% |
| 19479 | 1 | 0.4% |
| 23288 | 1 | 0.4% |
| 25308 | 1 | 0.4% |
| 14075 | 1 | 0.4% |
| 17285 | 1 | 0.4% |
| 22845 | 1 | 0.4% |
| 22154 | 1 | 0.4% |
| 17235 | 1 | 0.4% |
| 21534 | 1 | 0.4% |
| Other values (226) | 226 |
| Value | Count | Frequency (%) |
| 2094 | 1 | |
| 2097 | 1 | |
| 2104 | 1 | |
| 2112 | 1 | |
| 2122 | 1 | |
| 2125 | 2 | |
| 2137 | 1 | |
| 2227 | 1 | |
| 2243 | 1 | |
| 2253 | 1 |
| Value | Count | Frequency (%) |
| 2326 | 1 | |
| 2396 | 1 | |
| 2447 | 1 | |
| 2493 | 1 | |
| 2993 | 1 | |
| 3020 | 1 | |
| 3064 | 1 | |
| 3072 | 1 | |
| 3129 | 1 | |
| 3157 | 1 |
| Value | Count | Frequency (%) |
| 2326 | 1 | |
| 2396 | 1 | |
| 2447 | 1 | |
| 2493 | 1 | |
| 2993 | 1 | |
| 3020 | 1 | |
| 3064 | 1 | |
| 3072 | 1 | |
| 3129 | 1 | |
| 3157 | 1 |
| Value | Count | Frequency (%) |
| 2094 | 1 | |
| 2097 | 1 | |
| 2104 | 1 | |
| 2112 | 1 | |
| 2122 | 1 | |
| 2125 | 2 | |
| 2137 | 1 | |
| 2227 | 1 | |
| 2243 | 1 | |
| 2253 | 1 |
NumCompaniesWorked
Real number (ℝ)
| No Attrition | Attrition | |
|---|---|---|
| Distinct | 10 | 10 |
| Distinct (%) | 0.8% | 4.2% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 2.6455799 | 2.9409283 |
| No Attrition | Attrition | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 9 | 9 |
| Zeros | 174 | 23 |
| Zeros (%) | 14.1% | 9.7% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 19.3 KiB | 3.7 KiB |
Quantile statistics
| No Attrition | Attrition | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 1 | 1 |
| median | 2 | 1 |
| Q3 | 4 | 5 |
| 95-th percentile | 8 | 8.2 |
| Maximum | 9 | 9 |
| Range | 9 | 9 |
| Interquartile range (IQR) | 3 | 4 |
Descriptive statistics
| No Attrition | Attrition | |
|---|---|---|
| Standard deviation | 2.4600903 | 2.6785186 |
| Coefficient of variation (CV) | 0.92988697 | 0.91077318 |
| Kurtosis | 0.14143325 | -0.54306359 |
| Mean | 2.6455799 | 2.9409283 |
| Median Absolute Deviation (MAD) | 1 | 1 |
| Skewness | 1.0587953 | 0.86416962 |
| Sum | 3262 | 697 |
| Variance | 6.0520442 | 7.1744618 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 423 | |
| 0 | 174 | |
| 3 | 143 | 11.6% |
| 2 | 130 | 10.5% |
| 4 | 122 | 9.9% |
| 7 | 57 | 4.6% |
| 6 | 54 | 4.4% |
| 5 | 47 | 3.8% |
| 8 | 43 | 3.5% |
| 9 | 40 | 3.2% |
| Value | Count | Frequency (%) |
| 1 | 98 | |
| 0 | 23 | 9.7% |
| 7 | 17 | 7.2% |
| 4 | 17 | 7.2% |
| 6 | 16 | 6.8% |
| 5 | 16 | 6.8% |
| 2 | 16 | 6.8% |
| 3 | 16 | 6.8% |
| 9 | 12 | 5.1% |
| 8 | 6 | 2.5% |
| Value | Count | Frequency (%) |
| 0 | 174 | |
| 1 | 423 | |
| 2 | 130 | 10.5% |
| 3 | 143 | 11.6% |
| 4 | 122 | 9.9% |
| 5 | 47 | 3.8% |
| 6 | 54 | 4.4% |
| 7 | 57 | 4.6% |
| 8 | 43 | 3.5% |
| 9 | 40 | 3.2% |
| Value | Count | Frequency (%) |
| 0 | 23 | 9.7% |
| 1 | 98 | |
| 2 | 16 | 6.8% |
| 3 | 16 | 6.8% |
| 4 | 17 | 7.2% |
| 5 | 16 | 6.8% |
| 6 | 16 | 6.8% |
| 7 | 17 | 7.2% |
| 8 | 6 | 2.5% |
| 9 | 12 | 5.1% |
| Value | Count | Frequency (%) |
| 0 | 23 | 1.9% |
| 1 | 98 | |
| 2 | 16 | 1.3% |
| 3 | 16 | 1.3% |
| 4 | 17 | 1.4% |
| 5 | 16 | 1.3% |
| 6 | 16 | 1.3% |
| 7 | 17 | 1.4% |
| 8 | 6 | 0.5% |
| 9 | 12 | 1.0% |
| Value | Count | Frequency (%) |
| 0 | 174 | |
| 1 | 423 | |
| 2 | 130 | 54.9% |
| 3 | 143 | 60.3% |
| 4 | 122 | 51.5% |
| 5 | 47 | 19.8% |
| 6 | 54 | 22.8% |
| 7 | 57 | 24.1% |
| 8 | 43 | 18.1% |
| 9 | 40 | 16.9% |
Over18
Boolean
| No Attrition | Attrition | |
|---|---|---|
| Distinct | 1 | 1 |
| Distinct (%) | 0.1% | 0.4% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 10.8 KiB | 3.7 KiB |
| True |
|---|
| Y |
|---|
| Value | Count | Frequency (%) |
| True | 1233 |
| Value | Count | Frequency (%) |
| Y | 237 |
No Attrition
Attrition
OverTime
Boolean
| No Attrition | Attrition | |
|---|---|---|
| Distinct | 2 | 2 |
| Distinct (%) | 0.2% | 0.8% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 10.8 KiB | 3.7 KiB |
| False | |
|---|---|
| True |
| Yes | |
|---|---|
| No |
| Value | Count | Frequency (%) |
| False | 944 | |
| True | 289 | 23.4% |
| Value | Count | Frequency (%) |
| Yes | 127 | |
| No | 110 |
No Attrition
Attrition
PercentSalaryHike
Real number (ℝ)
| No Attrition | Attrition | |
|---|---|---|
| Distinct | 15 | 15 |
| Distinct (%) | 1.2% | 6.3% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 15.231144 | 15.097046 |
| No Attrition | Attrition | |
|---|---|---|
| Minimum | 11 | 11 |
| Maximum | 25 | 25 |
| Zeros | 0 | 0 |
| Zeros (%) | 0.0% | 0.0% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 19.3 KiB | 3.7 KiB |
Quantile statistics
| No Attrition | Attrition | |
|---|---|---|
| Minimum | 11 | 11 |
| 5-th percentile | 11 | 11 |
| Q1 | 12 | 12 |
| median | 14 | 14 |
| Q3 | 18 | 17 |
| 95-th percentile | 22 | 23 |
| Maximum | 25 | 25 |
| Range | 14 | 14 |
| Interquartile range (IQR) | 6 | 5 |
Descriptive statistics
| No Attrition | Attrition | |
|---|---|---|
| Standard deviation | 3.6395113 | 3.7702942 |
| Coefficient of variation (CV) | 0.23895194 | 0.24973721 |
| Kurtosis | -0.29233886 | -0.31615622 |
| Mean | 15.231144 | 15.097046 |
| Median Absolute Deviation (MAD) | 2 | 2 |
| Skewness | 0.81534228 | 0.8596967 |
| Sum | 18780 | 3578 |
| Variance | 13.246042 | 14.215118 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 14 | 177 | |
| 13 | 175 | |
| 11 | 169 | |
| 12 | 165 | |
| 15 | 83 | |
| 18 | 76 | |
| 17 | 68 | 5.5% |
| 19 | 67 | 5.4% |
| 16 | 64 | 5.2% |
| 20 | 48 | 3.9% |
| Other values (5) | 141 |
| Value | Count | Frequency (%) |
| 11 | 41 | |
| 13 | 34 | |
| 12 | 33 | |
| 14 | 24 | |
| 15 | 18 | |
| 16 | 14 | 5.9% |
| 17 | 14 | 5.9% |
| 18 | 13 | 5.5% |
| 22 | 12 | 5.1% |
| 19 | 9 | 3.8% |
| Other values (5) | 25 |
| Value | Count | Frequency (%) |
| 11 | 169 | |
| 12 | 165 | |
| 13 | 175 | |
| 14 | 177 | |
| 15 | 83 | |
| 16 | 64 | 5.2% |
| 17 | 68 | 5.5% |
| 18 | 76 | |
| 19 | 67 | 5.4% |
| 20 | 48 | 3.9% |
| Value | Count | Frequency (%) |
| 11 | 41 | |
| 12 | 33 | |
| 13 | 34 | |
| 14 | 24 | |
| 15 | 18 | |
| 16 | 14 | 5.9% |
| 17 | 14 | 5.9% |
| 18 | 13 | 5.5% |
| 19 | 9 | 3.8% |
| 20 | 7 | 3.0% |
| Value | Count | Frequency (%) |
| 11 | 41 | |
| 12 | 33 | |
| 13 | 34 | |
| 14 | 24 | |
| 15 | 18 | |
| 16 | 14 | 1.1% |
| 17 | 14 | 1.1% |
| 18 | 13 | 1.1% |
| 19 | 9 | 0.7% |
| 20 | 7 | 0.6% |
| Value | Count | Frequency (%) |
| 11 | 169 | |
| 12 | 165 | |
| 13 | 175 | |
| 14 | 177 | |
| 15 | 83 | |
| 16 | 64 | 27.0% |
| 17 | 68 | 28.7% |
| 18 | 76 | |
| 19 | 67 | 28.3% |
| 20 | 48 | 20.3% |
PerformanceRating
Categorical
| No Attrition | Attrition | |
|---|---|---|
| Distinct | 2 | 2 |
| Distinct (%) | 0.2% | 0.8% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 19.3 KiB | 3.7 KiB |
| 3 | |
|---|---|
| 4 |
| 3 | |
|---|---|
| 4 |
Length
| No Attrition | Attrition | |
|---|---|---|
| Max length | 1 | 1 |
| Median length | 1 | 1 |
| Mean length | 1 | 1 |
| Min length | 1 | 1 |
Characters and Unicode
| No Attrition | Attrition | |
|---|---|---|
| Total characters | 1233 | 237 |
| Distinct characters | 2 | 2 |
| Distinct categories | 1 | 1 ? |
| Distinct scripts | 1 | 1 ? |
| Distinct blocks | 1 | 1 ? |
Unique
| No Attrition | Attrition | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| No Attrition | Attrition | |
|---|---|---|
| 1st row | 4 | 3 |
| 2nd row | 3 | 3 |
| 3rd row | 3 | 3 |
| 4th row | 3 | 4 |
| 5th row | 4 | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 1044 | |
| 4 | 189 | 15.3% |
| Value | Count | Frequency (%) |
| 3 | 200 | |
| 4 | 37 | 15.6% |
Length
Common Values (Plot)
No Attrition
Attrition
| Value | Count | Frequency (%) |
| 3 | 1044 | |
| 4 | 189 | 15.3% |
| Value | Count | Frequency (%) |
| 3 | 200 | |
| 4 | 37 | 15.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 1044 | |
| 4 | 189 | 15.3% |
| Value | Count | Frequency (%) |
| 3 | 200 | |
| 4 | 37 | 15.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1233 |
| Value | Count | Frequency (%) |
| Decimal Number | 237 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 1044 | |
| 4 | 189 | 15.3% |
| Value | Count | Frequency (%) |
| 3 | 200 | |
| 4 | 37 | 15.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1233 |
| Value | Count | Frequency (%) |
| Common | 237 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 1044 | |
| 4 | 189 | 15.3% |
| Value | Count | Frequency (%) |
| 3 | 200 | |
| 4 | 37 | 15.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1233 |
| Value | Count | Frequency (%) |
| ASCII | 237 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 1044 | |
| 4 | 189 | 15.3% |
| Value | Count | Frequency (%) |
| 3 | 200 | |
| 4 | 37 | 15.6% |
RelationshipSatisfaction
Categorical
| No Attrition | Attrition | |
|---|---|---|
| Distinct | 4 | 4 |
| Distinct (%) | 0.3% | 1.7% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 19.3 KiB | 3.7 KiB |
| 3 | |
|---|---|
| 4 | |
| 2 | |
| 1 |
| 3 | |
|---|---|
| 4 | |
| 1 | |
| 2 |
Length
| No Attrition | Attrition | |
|---|---|---|
| Max length | 1 | 1 |
| Median length | 1 | 1 |
| Mean length | 1 | 1 |
| Min length | 1 | 1 |
Characters and Unicode
| No Attrition | Attrition | |
|---|---|---|
| Total characters | 1233 | 237 |
| Distinct characters | 4 | 4 |
| Distinct categories | 1 | 1 ? |
| Distinct scripts | 1 | 1 ? |
| Distinct blocks | 1 | 1 ? |
Unique
| No Attrition | Attrition | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| No Attrition | Attrition | |
|---|---|---|
| 1st row | 4 | 1 |
| 2nd row | 3 | 2 |
| 3rd row | 4 | 2 |
| 4th row | 3 | 2 |
| 5th row | 1 | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 388 | |
| 4 | 368 | |
| 2 | 258 | |
| 1 | 219 |
| Value | Count | Frequency (%) |
| 3 | 71 | |
| 4 | 64 | |
| 1 | 57 | |
| 2 | 45 |
Length
Common Values (Plot)
No Attrition
Attrition
| Value | Count | Frequency (%) |
| 3 | 388 | |
| 4 | 368 | |
| 2 | 258 | |
| 1 | 219 |
| Value | Count | Frequency (%) |
| 3 | 71 | |
| 4 | 64 | |
| 1 | 57 | |
| 2 | 45 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 388 | |
| 4 | 368 | |
| 2 | 258 | |
| 1 | 219 |
| Value | Count | Frequency (%) |
| 3 | 71 | |
| 4 | 64 | |
| 1 | 57 | |
| 2 | 45 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1233 |
| Value | Count | Frequency (%) |
| Decimal Number | 237 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 388 | |
| 4 | 368 | |
| 2 | 258 | |
| 1 | 219 |
| Value | Count | Frequency (%) |
| 3 | 71 | |
| 4 | 64 | |
| 1 | 57 | |
| 2 | 45 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1233 |
| Value | Count | Frequency (%) |
| Common | 237 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 388 | |
| 4 | 368 | |
| 2 | 258 | |
| 1 | 219 |
| Value | Count | Frequency (%) |
| 3 | 71 | |
| 4 | 64 | |
| 1 | 57 | |
| 2 | 45 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1233 |
| Value | Count | Frequency (%) |
| ASCII | 237 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 388 | |
| 4 | 368 | |
| 2 | 258 | |
| 1 | 219 |
| Value | Count | Frequency (%) |
| 3 | 71 | |
| 4 | 64 | |
| 1 | 57 | |
| 2 | 45 |
StandardHours
Categorical
| No Attrition | Attrition | |
|---|---|---|
| Distinct | 1 | 1 |
| Distinct (%) | 0.1% | 0.4% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 19.3 KiB | 3.7 KiB |
| 80 |
|---|
| 80 |
|---|
Length
| No Attrition | Attrition | |
|---|---|---|
| Max length | 2 | 2 |
| Median length | 2 | 2 |
| Mean length | 2 | 2 |
| Min length | 2 | 2 |
Characters and Unicode
| No Attrition | Attrition | |
|---|---|---|
| Total characters | 2466 | 474 |
| Distinct characters | 2 | 2 |
| Distinct categories | 1 | 1 ? |
| Distinct scripts | 1 | 1 ? |
| Distinct blocks | 1 | 1 ? |
Unique
| No Attrition | Attrition | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| No Attrition | Attrition | |
|---|---|---|
| 1st row | 80 | 80 |
| 2nd row | 80 | 80 |
| 3rd row | 80 | 80 |
| 4th row | 80 | 80 |
| 5th row | 80 | 80 |
Common Values
| Value | Count | Frequency (%) |
| 80 | 1233 |
| Value | Count | Frequency (%) |
| 80 | 237 |
Length
Common Values (Plot)
No Attrition
Attrition
| Value | Count | Frequency (%) |
| 80 | 1233 |
| Value | Count | Frequency (%) |
| 80 | 237 |
Most occurring characters
| Value | Count | Frequency (%) |
| 8 | 1233 | |
| 0 | 1233 |
| Value | Count | Frequency (%) |
| 8 | 237 | |
| 0 | 237 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2466 |
| Value | Count | Frequency (%) |
| Decimal Number | 474 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 8 | 1233 | |
| 0 | 1233 |
| Value | Count | Frequency (%) |
| 8 | 237 | |
| 0 | 237 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2466 |
| Value | Count | Frequency (%) |
| Common | 474 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 8 | 1233 | |
| 0 | 1233 |
| Value | Count | Frequency (%) |
| 8 | 237 | |
| 0 | 237 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2466 |
| Value | Count | Frequency (%) |
| ASCII | 474 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 8 | 1233 | |
| 0 | 1233 |
| Value | Count | Frequency (%) |
| 8 | 237 | |
| 0 | 237 |
StockOptionLevel
Categorical
| No Attrition | Attrition | |
|---|---|---|
| Distinct | 4 | 4 |
| Distinct (%) | 0.3% | 1.7% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 19.3 KiB | 3.7 KiB |
| 1 | |
|---|---|
| 0 | |
| 2 | |
| 3 |
| 0 | |
|---|---|
| 1 | |
| 3 | 15 |
| 2 | 12 |
Length
| No Attrition | Attrition | |
|---|---|---|
| Max length | 1 | 1 |
| Median length | 1 | 1 |
| Mean length | 1 | 1 |
| Min length | 1 | 1 |
Characters and Unicode
| No Attrition | Attrition | |
|---|---|---|
| Total characters | 1233 | 237 |
| Distinct characters | 4 | 4 |
| Distinct categories | 1 | 1 ? |
| Distinct scripts | 1 | 1 ? |
| Distinct blocks | 1 | 1 ? |
Unique
| No Attrition | Attrition | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| No Attrition | Attrition | |
|---|---|---|
| 1st row | 1 | 0 |
| 2nd row | 0 | 0 |
| 3rd row | 1 | 0 |
| 4th row | 0 | 0 |
| 5th row | 3 | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 540 | |
| 0 | 477 | |
| 2 | 146 | 11.8% |
| 3 | 70 | 5.7% |
| Value | Count | Frequency (%) |
| 0 | 154 | |
| 1 | 56 | 23.6% |
| 3 | 15 | 6.3% |
| 2 | 12 | 5.1% |
Length
Common Values (Plot)
No Attrition
Attrition
| Value | Count | Frequency (%) |
| 1 | 540 | |
| 0 | 477 | |
| 2 | 146 | 11.8% |
| 3 | 70 | 5.7% |
| Value | Count | Frequency (%) |
| 0 | 154 | |
| 1 | 56 | 23.6% |
| 3 | 15 | 6.3% |
| 2 | 12 | 5.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 540 | |
| 0 | 477 | |
| 2 | 146 | 11.8% |
| 3 | 70 | 5.7% |
| Value | Count | Frequency (%) |
| 0 | 154 | |
| 1 | 56 | 23.6% |
| 3 | 15 | 6.3% |
| 2 | 12 | 5.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1233 |
| Value | Count | Frequency (%) |
| Decimal Number | 237 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 540 | |
| 0 | 477 | |
| 2 | 146 | 11.8% |
| 3 | 70 | 5.7% |
| Value | Count | Frequency (%) |
| 0 | 154 | |
| 1 | 56 | 23.6% |
| 3 | 15 | 6.3% |
| 2 | 12 | 5.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1233 |
| Value | Count | Frequency (%) |
| Common | 237 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 540 | |
| 0 | 477 | |
| 2 | 146 | 11.8% |
| 3 | 70 | 5.7% |
| Value | Count | Frequency (%) |
| 0 | 154 | |
| 1 | 56 | 23.6% |
| 3 | 15 | 6.3% |
| 2 | 12 | 5.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1233 |
| Value | Count | Frequency (%) |
| ASCII | 237 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 540 | |
| 0 | 477 | |
| 2 | 146 | 11.8% |
| 3 | 70 | 5.7% |
| Value | Count | Frequency (%) |
| 0 | 154 | |
| 1 | 56 | 23.6% |
| 3 | 15 | 6.3% |
| 2 | 12 | 5.1% |
TotalWorkingYears
Real number (ℝ)
| No Attrition | Attrition | |
|---|---|---|
| Distinct | 39 | 32 |
| Distinct (%) | 3.2% | 13.5% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 11.862936 | 8.2447257 |
| No Attrition | Attrition | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 38 | 40 |
| Zeros | 6 | 5 |
| Zeros (%) | 0.5% | 2.1% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 19.3 KiB | 3.7 KiB |
Quantile statistics
| No Attrition | Attrition | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 2 | 1 |
| Q1 | 6 | 3 |
| median | 10 | 7 |
| Q3 | 16 | 10 |
| 95-th percentile | 28 | 23 |
| Maximum | 38 | 40 |
| Range | 38 | 40 |
| Interquartile range (IQR) | 10 | 7 |
Descriptive statistics
| No Attrition | Attrition | |
|---|---|---|
| Standard deviation | 7.7607192 | 7.1692038 |
| Coefficient of variation (CV) | 0.65419887 | 0.8695503 |
| Kurtosis | 0.6780788 | 3.7840984 |
| Mean | 11.862936 | 8.2447257 |
| Median Absolute Deviation (MAD) | 4 | 3 |
| Skewness | 1.0669232 | 1.6881575 |
| Sum | 14627 | 1954 |
| Variance | 60.228763 | 51.397483 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 177 | 14.4% |
| 6 | 103 | 8.4% |
| 8 | 87 | 7.1% |
| 9 | 86 | 7.0% |
| 5 | 72 | 5.8% |
| 7 | 63 | 5.1% |
| 4 | 51 | 4.1% |
| 12 | 43 | 3.5% |
| 1 | 41 | 3.3% |
| 15 | 35 | 2.8% |
| Other values (29) | 475 |
| Value | Count | Frequency (%) |
| 1 | 40 | |
| 10 | 25 | |
| 6 | 22 | 9.3% |
| 7 | 18 | 7.6% |
| 8 | 16 | 6.8% |
| 5 | 16 | 6.8% |
| 4 | 12 | 5.1% |
| 9 | 10 | 4.2% |
| 3 | 9 | 3.8% |
| 2 | 9 | 3.8% |
| Other values (22) | 60 |
| Value | Count | Frequency (%) |
| 0 | 6 | 0.5% |
| 1 | 41 | 3.3% |
| 2 | 22 | 1.8% |
| 3 | 33 | 2.7% |
| 4 | 51 | |
| 5 | 72 | |
| 6 | 103 | |
| 7 | 63 | |
| 8 | 87 | |
| 9 | 86 |
| Value | Count | Frequency (%) |
| 0 | 5 | 2.1% |
| 1 | 40 | |
| 2 | 9 | 3.8% |
| 3 | 9 | 3.8% |
| 4 | 12 | 5.1% |
| 5 | 16 | 6.8% |
| 6 | 22 | |
| 7 | 18 | |
| 8 | 16 | 6.8% |
| 9 | 10 | 4.2% |
| Value | Count | Frequency (%) |
| 0 | 5 | 0.4% |
| 1 | 40 | |
| 2 | 9 | 0.7% |
| 3 | 9 | 0.7% |
| 4 | 12 | 1.0% |
| 5 | 16 | 1.3% |
| 6 | 22 | |
| 7 | 18 | |
| 8 | 16 | 1.3% |
| 9 | 10 | 0.8% |
| Value | Count | Frequency (%) |
| 0 | 6 | 2.5% |
| 1 | 41 | 17.3% |
| 2 | 22 | 9.3% |
| 3 | 33 | 13.9% |
| 4 | 51 | |
| 5 | 72 | |
| 6 | 103 | |
| 7 | 63 | |
| 8 | 87 | |
| 9 | 86 |
TrainingTimesLastYear
Real number (ℝ)
| No Attrition | Attrition | |
|---|---|---|
| Distinct | 7 | 7 |
| Distinct (%) | 0.6% | 3.0% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 2.8329278 | 2.6244726 |
| No Attrition | Attrition | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 6 | 6 |
| Zeros | 39 | 15 |
| Zeros (%) | 3.2% | 6.3% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 19.3 KiB | 3.7 KiB |
Quantile statistics
| No Attrition | Attrition | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 1 | 0 |
| Q1 | 2 | 2 |
| median | 3 | 2 |
| Q3 | 3 | 3 |
| 95-th percentile | 5 | 5 |
| Maximum | 6 | 6 |
| Range | 6 | 6 |
| Interquartile range (IQR) | 1 | 1 |
Descriptive statistics
| No Attrition | Attrition | |
|---|---|---|
| Standard deviation | 1.2935853 | 1.2547842 |
| Coefficient of variation (CV) | 0.45662487 | 0.47810908 |
| Kurtosis | 0.44727604 | 0.65822486 |
| Mean | 2.8329278 | 2.6244726 |
| Median Absolute Deviation (MAD) | 1 | 1 |
| Skewness | 0.59006386 | 0.33778676 |
| Sum | 3493 | 622 |
| Variance | 1.6733629 | 1.5744833 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 449 | |
| 3 | 422 | |
| 5 | 105 | 8.5% |
| 4 | 97 | 7.9% |
| 1 | 62 | 5.0% |
| 6 | 59 | 4.8% |
| 0 | 39 | 3.2% |
| Value | Count | Frequency (%) |
| 2 | 98 | |
| 3 | 69 | |
| 4 | 26 | 11.0% |
| 0 | 15 | 6.3% |
| 5 | 14 | 5.9% |
| 1 | 9 | 3.8% |
| 6 | 6 | 2.5% |
| Value | Count | Frequency (%) |
| 0 | 39 | 3.2% |
| 1 | 62 | 5.0% |
| 2 | 449 | |
| 3 | 422 | |
| 4 | 97 | 7.9% |
| 5 | 105 | 8.5% |
| 6 | 59 | 4.8% |
| Value | Count | Frequency (%) |
| 0 | 15 | 6.3% |
| 1 | 9 | 3.8% |
| 2 | 98 | |
| 3 | 69 | |
| 4 | 26 | 11.0% |
| 5 | 14 | 5.9% |
| 6 | 6 | 2.5% |
| Value | Count | Frequency (%) |
| 0 | 15 | 1.2% |
| 1 | 9 | 0.7% |
| 2 | 98 | |
| 3 | 69 | |
| 4 | 26 | 2.1% |
| 5 | 14 | 1.1% |
| 6 | 6 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 39 | 16.5% |
| 1 | 62 | 26.2% |
| 2 | 449 | |
| 3 | 422 | |
| 4 | 97 | 40.9% |
| 5 | 105 | 44.3% |
| 6 | 59 | 24.9% |
WorkLifeBalance
Categorical
| No Attrition | Attrition | |
|---|---|---|
| Distinct | 4 | 4 |
| Distinct (%) | 0.3% | 1.7% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Memory size | 19.3 KiB | 3.7 KiB |
| 3 | |
|---|---|
| 2 | |
| 4 | |
| 1 | 55 |
| 3 | |
|---|---|
| 2 | |
| 4 | |
| 1 |
Length
| No Attrition | Attrition | |
|---|---|---|
| Max length | 1 | 1 |
| Median length | 1 | 1 |
| Mean length | 1 | 1 |
| Min length | 1 | 1 |
Characters and Unicode
| No Attrition | Attrition | |
|---|---|---|
| Total characters | 1233 | 237 |
| Distinct characters | 4 | 4 |
| Distinct categories | 1 | 1 ? |
| Distinct scripts | 1 | 1 ? |
| Distinct blocks | 1 | 1 ? |
Unique
| No Attrition | Attrition | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| No Attrition | Attrition | |
|---|---|---|
| 1st row | 3 | 1 |
| 2nd row | 3 | 3 |
| 3rd row | 3 | 3 |
| 4th row | 2 | 3 |
| 5th row | 2 | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 766 | |
| 2 | 286 | 23.2% |
| 4 | 126 | 10.2% |
| 1 | 55 | 4.5% |
| Value | Count | Frequency (%) |
| 3 | 127 | |
| 2 | 58 | |
| 4 | 27 | 11.4% |
| 1 | 25 | 10.5% |
Length
Common Values (Plot)
No Attrition
Attrition
| Value | Count | Frequency (%) |
| 3 | 766 | |
| 2 | 286 | 23.2% |
| 4 | 126 | 10.2% |
| 1 | 55 | 4.5% |
| Value | Count | Frequency (%) |
| 3 | 127 | |
| 2 | 58 | |
| 4 | 27 | 11.4% |
| 1 | 25 | 10.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 766 | |
| 2 | 286 | 23.2% |
| 4 | 126 | 10.2% |
| 1 | 55 | 4.5% |
| Value | Count | Frequency (%) |
| 3 | 127 | |
| 2 | 58 | |
| 4 | 27 | 11.4% |
| 1 | 25 | 10.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1233 |
| Value | Count | Frequency (%) |
| Decimal Number | 237 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 766 | |
| 2 | 286 | 23.2% |
| 4 | 126 | 10.2% |
| 1 | 55 | 4.5% |
| Value | Count | Frequency (%) |
| 3 | 127 | |
| 2 | 58 | |
| 4 | 27 | 11.4% |
| 1 | 25 | 10.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1233 |
| Value | Count | Frequency (%) |
| Common | 237 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 766 | |
| 2 | 286 | 23.2% |
| 4 | 126 | 10.2% |
| 1 | 55 | 4.5% |
| Value | Count | Frequency (%) |
| 3 | 127 | |
| 2 | 58 | |
| 4 | 27 | 11.4% |
| 1 | 25 | 10.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1233 |
| Value | Count | Frequency (%) |
| ASCII | 237 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 766 | |
| 2 | 286 | 23.2% |
| 4 | 126 | 10.2% |
| 1 | 55 | 4.5% |
| Value | Count | Frequency (%) |
| 3 | 127 | |
| 2 | 58 | |
| 4 | 27 | 11.4% |
| 1 | 25 | 10.5% |
YearsAtCompany
Real number (ℝ)
| No Attrition | Attrition | |
|---|---|---|
| Distinct | 36 | 28 |
| Distinct (%) | 2.9% | 11.8% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 7.3690187 | 5.1308017 |
| No Attrition | Attrition | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 37 | 40 |
| Zeros | 28 | 16 |
| Zeros (%) | 2.3% | 6.8% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 19.3 KiB | 3.7 KiB |
Quantile statistics
| No Attrition | Attrition | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 1 | 0 |
| Q1 | 3 | 1 |
| median | 6 | 3 |
| Q3 | 10 | 7 |
| 95-th percentile | 20 | 16.2 |
| Maximum | 37 | 40 |
| Range | 37 | 40 |
| Interquartile range (IQR) | 7 | 6 |
Descriptive statistics
| No Attrition | Attrition | |
|---|---|---|
| Standard deviation | 6.0962981 | 5.949984 |
| Coefficient of variation (CV) | 0.82728765 | 1.1596597 |
| Kurtosis | 3.3534731 | 9.6080291 |
| Mean | 7.3690187 | 5.1308017 |
| Median Absolute Deviation (MAD) | 3 | 2 |
| Skewness | 1.6579582 | 2.6822444 |
| Sum | 9086 | 1216 |
| Variance | 37.164851 | 35.40231 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 175 | |
| 1 | 112 | |
| 3 | 108 | |
| 10 | 102 | |
| 2 | 100 | 8.1% |
| 4 | 91 | 7.4% |
| 7 | 79 | 6.4% |
| 9 | 74 | 6.0% |
| 8 | 71 | 5.8% |
| 6 | 67 | 5.4% |
| Other values (26) | 254 |
| Value | Count | Frequency (%) |
| 1 | 59 | |
| 2 | 27 | |
| 5 | 21 | 8.9% |
| 3 | 20 | 8.4% |
| 4 | 19 | 8.0% |
| 10 | 18 | 7.6% |
| 0 | 16 | 6.8% |
| 7 | 11 | 4.6% |
| 8 | 9 | 3.8% |
| 6 | 9 | 3.8% |
| Other values (18) | 28 |
| Value | Count | Frequency (%) |
| 0 | 28 | 2.3% |
| 1 | 112 | |
| 2 | 100 | |
| 3 | 108 | |
| 4 | 91 | |
| 5 | 175 | |
| 6 | 67 | 5.4% |
| 7 | 79 | |
| 8 | 71 | |
| 9 | 74 |
| Value | Count | Frequency (%) |
| 0 | 16 | 6.8% |
| 1 | 59 | |
| 2 | 27 | |
| 3 | 20 | 8.4% |
| 4 | 19 | 8.0% |
| 5 | 21 | 8.9% |
| 6 | 9 | 3.8% |
| 7 | 11 | 4.6% |
| 8 | 9 | 3.8% |
| 9 | 8 | 3.4% |
| Value | Count | Frequency (%) |
| 0 | 16 | 1.3% |
| 1 | 59 | |
| 2 | 27 | |
| 3 | 20 | 1.6% |
| 4 | 19 | 1.5% |
| 5 | 21 | 1.7% |
| 6 | 9 | 0.7% |
| 7 | 11 | 0.9% |
| 8 | 9 | 0.7% |
| 9 | 8 | 0.6% |
| Value | Count | Frequency (%) |
| 0 | 28 | 11.8% |
| 1 | 112 | |
| 2 | 100 | |
| 3 | 108 | |
| 4 | 91 | |
| 5 | 175 | |
| 6 | 67 | 28.3% |
| 7 | 79 | |
| 8 | 71 | |
| 9 | 74 |
YearsInCurrentRole
Real number (ℝ)
| No Attrition | Attrition | |
|---|---|---|
| Distinct | 19 | 15 |
| Distinct (%) | 1.5% | 6.3% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 4.4841849 | 2.9029536 |
| No Attrition | Attrition | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 18 | 15 |
| Zeros | 171 | 73 |
| Zeros (%) | 13.9% | 30.8% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 19.3 KiB | 3.7 KiB |
Quantile statistics
| No Attrition | Attrition | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 2 | 0 |
| median | 3 | 2 |
| Q3 | 7 | 4 |
| 95-th percentile | 11 | 9 |
| Maximum | 18 | 15 |
| Range | 18 | 15 |
| Interquartile range (IQR) | 5 | 4 |
Descriptive statistics
| No Attrition | Attrition | |
|---|---|---|
| Standard deviation | 3.6494019 | 3.1748268 |
| Coefficient of variation (CV) | 0.81383841 | 1.093654 |
| Kurtosis | 0.3905673 | 1.5672845 |
| Mean | 4.4841849 | 2.9029536 |
| Median Absolute Deviation (MAD) | 3 | 2 |
| Skewness | 0.8607201 | 1.33536 |
| Sum | 5529 | 688 |
| Variance | 13.318134 | 10.079525 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 304 | |
| 7 | 191 | |
| 0 | 171 | |
| 3 | 119 | 9.7% |
| 4 | 89 | 7.2% |
| 8 | 82 | 6.7% |
| 9 | 61 | 4.9% |
| 1 | 46 | 3.7% |
| 6 | 35 | 2.8% |
| 5 | 35 | 2.8% |
| Other values (9) | 100 | 8.1% |
| Value | Count | Frequency (%) |
| 0 | 73 | |
| 2 | 68 | |
| 7 | 31 | |
| 3 | 16 | 6.8% |
| 4 | 15 | 6.3% |
| 1 | 11 | 4.6% |
| 8 | 7 | 3.0% |
| 9 | 6 | 2.5% |
| 15 | 2 | 0.8% |
| 10 | 2 | 0.8% |
| Other values (5) | 6 | 2.5% |
| Value | Count | Frequency (%) |
| 0 | 171 | |
| 1 | 46 | 3.7% |
| 2 | 304 | |
| 3 | 119 | 9.7% |
| 4 | 89 | 7.2% |
| 5 | 35 | 2.8% |
| 6 | 35 | 2.8% |
| 7 | 191 | |
| 8 | 82 | 6.7% |
| 9 | 61 | 4.9% |
| Value | Count | Frequency (%) |
| 0 | 73 | |
| 1 | 11 | 4.6% |
| 2 | 68 | |
| 3 | 16 | 6.8% |
| 4 | 15 | 6.3% |
| 5 | 1 | 0.4% |
| 6 | 2 | 0.8% |
| 7 | 31 | |
| 8 | 7 | 3.0% |
| 9 | 6 | 2.5% |
| Value | Count | Frequency (%) |
| 0 | 73 | |
| 1 | 11 | 0.9% |
| 2 | 68 | |
| 3 | 16 | 1.3% |
| 4 | 15 | 1.2% |
| 5 | 1 | 0.1% |
| 6 | 2 | 0.2% |
| 7 | 31 | |
| 8 | 7 | 0.6% |
| 9 | 6 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 171 | |
| 1 | 46 | 19.4% |
| 2 | 304 | |
| 3 | 119 | 50.2% |
| 4 | 89 | 37.6% |
| 5 | 35 | 14.8% |
| 6 | 35 | 14.8% |
| 7 | 191 | |
| 8 | 82 | 34.6% |
| 9 | 61 | 25.7% |
YearsSinceLastPromotion
Real number (ℝ)
| No Attrition | Attrition | |
|---|---|---|
| Distinct | 16 | 14 |
| Distinct (%) | 1.3% | 5.9% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 2.2343877 | 1.9451477 |
| No Attrition | Attrition | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 15 | 15 |
| Zeros | 471 | 110 |
| Zeros (%) | 38.2% | 46.4% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 19.3 KiB | 3.7 KiB |
Quantile statistics
| No Attrition | Attrition | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 0 | 0 |
| median | 1 | 1 |
| Q3 | 3 | 2 |
| 95-th percentile | 10 | 9 |
| Maximum | 15 | 15 |
| Range | 15 | 15 |
| Interquartile range (IQR) | 3 | 2 |
Descriptive statistics
| No Attrition | Attrition | |
|---|---|---|
| Standard deviation | 3.2347622 | 3.1530769 |
| Coefficient of variation (CV) | 1.4477175 | 1.6209961 |
| Kurtosis | 3.4304518 | 4.8611443 |
| Mean | 2.2343877 | 1.9451477 |
| Median Absolute Deviation (MAD) | 1 | 1 |
| Skewness | 1.9467102 | 2.2175628 |
| Sum | 2755 | 461 |
| Variance | 10.463687 | 9.9418937 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 471 | |
| 1 | 308 | |
| 2 | 132 | 10.7% |
| 7 | 60 | 4.9% |
| 4 | 56 | 4.5% |
| 3 | 43 | 3.5% |
| 5 | 43 | 3.5% |
| 6 | 26 | 2.1% |
| 11 | 22 | 1.8% |
| 8 | 18 | 1.5% |
| Other values (6) | 54 | 4.4% |
| Value | Count | Frequency (%) |
| 0 | 110 | |
| 1 | 49 | |
| 2 | 27 | 11.4% |
| 7 | 16 | 6.8% |
| 3 | 9 | 3.8% |
| 6 | 6 | 2.5% |
| 4 | 5 | 2.1% |
| 9 | 4 | 1.7% |
| 15 | 3 | 1.3% |
| 13 | 2 | 0.8% |
| Other values (4) | 6 | 2.5% |
| Value | Count | Frequency (%) |
| 0 | 471 | |
| 1 | 308 | |
| 2 | 132 | 10.7% |
| 3 | 43 | 3.5% |
| 4 | 56 | 4.5% |
| 5 | 43 | 3.5% |
| 6 | 26 | 2.1% |
| 7 | 60 | 4.9% |
| 8 | 18 | 1.5% |
| 9 | 13 | 1.1% |
| Value | Count | Frequency (%) |
| 0 | 110 | |
| 1 | 49 | |
| 2 | 27 | 11.4% |
| 3 | 9 | 3.8% |
| 4 | 5 | 2.1% |
| 5 | 2 | 0.8% |
| 6 | 6 | 2.5% |
| 7 | 16 | 6.8% |
| 9 | 4 | 1.7% |
| 10 | 1 | 0.4% |
| Value | Count | Frequency (%) |
| 0 | 110 | |
| 1 | 49 | |
| 2 | 27 | 2.2% |
| 3 | 9 | 0.7% |
| 4 | 5 | 0.4% |
| 5 | 2 | 0.2% |
| 6 | 6 | 0.5% |
| 7 | 16 | 1.3% |
| 9 | 4 | 0.3% |
| 10 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 471 | |
| 1 | 308 | |
| 2 | 132 | 55.7% |
| 3 | 43 | 18.1% |
| 4 | 56 | 23.6% |
| 5 | 43 | 18.1% |
| 6 | 26 | 11.0% |
| 7 | 60 | 25.3% |
| 8 | 18 | 7.6% |
| 9 | 13 | 5.5% |
YearsWithCurrManager
Real number (ℝ)
| No Attrition | Attrition | |
|---|---|---|
| Distinct | 18 | 13 |
| Distinct (%) | 1.5% | 5.5% |
| Missing | 0 | 0 |
| Missing (%) | 0.0% | 0.0% |
| Infinite | 0 | 0 |
| Infinite (%) | 0.0% | 0.0% |
| Mean | 4.3673966 | 2.8523207 |
| No Attrition | Attrition | |
|---|---|---|
| Minimum | 0 | 0 |
| Maximum | 17 | 14 |
| Zeros | 178 | 85 |
| Zeros (%) | 14.4% | 35.9% |
| Negative | 0 | 0 |
| Negative (%) | 0.0% | 0.0% |
| Memory size | 19.3 KiB | 3.7 KiB |
Quantile statistics
| No Attrition | Attrition | |
|---|---|---|
| Minimum | 0 | 0 |
| 5-th percentile | 0 | 0 |
| Q1 | 2 | 0 |
| median | 3 | 2 |
| Q3 | 7 | 5 |
| 95-th percentile | 11 | 8.2 |
| Maximum | 17 | 14 |
| Range | 17 | 14 |
| Interquartile range (IQR) | 5 | 5 |
Descriptive statistics
| No Attrition | Attrition | |
|---|---|---|
| Standard deviation | 3.594116 | 3.1433487 |
| Coefficient of variation (CV) | 0.82294244 | 1.102032 |
| Kurtosis | 0.13918353 | 0.2635281 |
| Mean | 4.3673966 | 2.8523207 |
| Median Absolute Deviation (MAD) | 3 | 2 |
| Skewness | 0.80122851 | 1.0298503 |
| Sum | 5385 | 676 |
| Variance | 12.91767 | 9.8806408 |
| Monotonicity | Not monotonic | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 294 | |
| 7 | 185 | |
| 0 | 178 | |
| 3 | 123 | |
| 8 | 97 | 7.9% |
| 4 | 87 | 7.1% |
| 1 | 65 | 5.3% |
| 9 | 58 | 4.7% |
| 5 | 27 | 2.2% |
| 6 | 25 | 2.0% |
| Other values (8) | 94 | 7.6% |
| Value | Count | Frequency (%) |
| 0 | 85 | |
| 2 | 50 | |
| 7 | 31 | 13.1% |
| 3 | 19 | 8.0% |
| 1 | 11 | 4.6% |
| 4 | 11 | 4.6% |
| 8 | 10 | 4.2% |
| 9 | 6 | 2.5% |
| 5 | 4 | 1.7% |
| 6 | 4 | 1.7% |
| Other values (3) | 6 | 2.5% |
| Value | Count | Frequency (%) |
| 0 | 178 | |
| 1 | 65 | 5.3% |
| 2 | 294 | |
| 3 | 123 | |
| 4 | 87 | 7.1% |
| 5 | 27 | 2.2% |
| 6 | 25 | 2.0% |
| 7 | 185 | |
| 8 | 97 | 7.9% |
| 9 | 58 | 4.7% |
| Value | Count | Frequency (%) |
| 0 | 85 | |
| 1 | 11 | 4.6% |
| 2 | 50 | |
| 3 | 19 | 8.0% |
| 4 | 11 | 4.6% |
| 5 | 4 | 1.7% |
| 6 | 4 | 1.7% |
| 7 | 31 | 13.1% |
| 8 | 10 | 4.2% |
| 9 | 6 | 2.5% |
| Value | Count | Frequency (%) |
| 0 | 85 | |
| 1 | 11 | 0.9% |
| 2 | 50 | |
| 3 | 19 | 1.5% |
| 4 | 11 | 0.9% |
| 5 | 4 | 0.3% |
| 6 | 4 | 0.3% |
| 7 | 31 | 2.5% |
| 8 | 10 | 0.8% |
| 9 | 6 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 178 | |
| 1 | 65 | 27.4% |
| 2 | 294 | |
| 3 | 123 | |
| 4 | 87 | 36.7% |
| 5 | 27 | 11.4% |
| 6 | 25 | 10.5% |
| 7 | 185 | |
| 8 | 97 | 40.9% |
| 9 | 58 | 24.5% |
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| Age | DailyRate | DistanceFromHome | EmployeeNumber | HourlyRate | MonthlyIncome | MonthlyRate | NumCompaniesWorked | PercentSalaryHike | TotalWorkingYears | TrainingTimesLastYear | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | BusinessTravel | Department | Education | EducationField | EnvironmentSatisfaction | Gender | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | OverTime | PerformanceRating | RelationshipSatisfaction | StockOptionLevel | WorkLifeBalance | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | -0.006 | -0.011 | -0.011 | 0.007 | 0.446 | 0.040 | 0.368 | 0.003 | 0.642 | 0.001 | 0.187 | 0.133 | 0.146 | 0.136 | 0.048 | 0.000 | 0.148 | 0.000 | 0.022 | 0.000 | 0.007 | 0.287 | 0.165 | 0.000 | 0.094 | 0.067 | 0.000 | 0.021 | 0.060 | 0.024 |
| DailyRate | -0.006 | 1.000 | 0.014 | -0.055 | 0.011 | 0.001 | -0.012 | 0.027 | 0.035 | 0.006 | -0.011 | -0.017 | 0.001 | -0.045 | -0.018 | 0.007 | 0.000 | 0.000 | 0.032 | 0.000 | 0.033 | 0.027 | 0.000 | 0.000 | 0.000 | 0.089 | 0.000 | 0.000 | 0.000 | 0.054 | 0.032 |
| DistanceFromHome | -0.011 | 0.014 | 1.000 | 0.033 | 0.033 | 0.003 | 0.040 | 0.005 | 0.009 | 0.009 | -0.013 | 0.033 | 0.036 | 0.003 | 0.028 | 0.052 | 0.015 | 0.000 | 0.000 | 0.000 | 0.042 | 0.059 | 0.059 | 0.000 | 0.000 | 0.000 | 0.054 | 0.066 | 0.033 | 0.040 | 0.000 |
| EmployeeNumber | -0.011 | -0.055 | 0.033 | 1.000 | 0.029 | -0.002 | 0.017 | 0.008 | 0.004 | -0.010 | 0.039 | 0.009 | -0.000 | -0.009 | -0.005 | 0.000 | 0.000 | 0.036 | 0.000 | 0.000 | 0.007 | 0.020 | 0.024 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.058 | 0.057 | 0.000 |
| HourlyRate | 0.007 | 0.011 | 0.033 | 0.029 | 1.000 | -0.030 | -0.015 | 0.023 | -0.000 | -0.019 | -0.011 | -0.038 | -0.040 | -0.049 | -0.018 | 0.000 | 0.000 | 0.027 | 0.037 | 0.000 | 0.000 | 0.000 | 0.000 | 0.017 | 0.000 | 0.039 | 0.085 | 0.000 | 0.000 | 0.064 | 0.022 |
| MonthlyIncome | 0.446 | 0.001 | 0.003 | -0.002 | -0.030 | 1.000 | 0.054 | 0.194 | -0.027 | 0.701 | -0.035 | 0.426 | 0.347 | 0.235 | 0.319 | 0.038 | 0.189 | 0.091 | 0.081 | 0.000 | 0.081 | 0.040 | 0.865 | 0.420 | 0.000 | 0.041 | 0.064 | 0.043 | 0.038 | 0.047 | 0.000 |
| MonthlyRate | 0.040 | -0.012 | 0.040 | 0.017 | -0.015 | 0.054 | 1.000 | 0.023 | -0.008 | 0.034 | 0.001 | -0.010 | 0.014 | -0.000 | -0.013 | 0.018 | 0.000 | 0.031 | 0.000 | 0.028 | 0.000 | 0.043 | 0.016 | 0.000 | 0.049 | 0.000 | 0.000 | 0.000 | 0.042 | 0.000 | 0.000 |
| NumCompaniesWorked | 0.368 | 0.027 | 0.005 | 0.008 | 0.023 | 0.194 | 0.023 | 1.000 | 0.009 | 0.318 | -0.056 | -0.199 | -0.150 | -0.085 | -0.167 | 0.000 | 0.000 | 0.108 | 0.046 | 0.000 | 0.034 | 0.000 | 0.104 | 0.075 | 0.000 | 0.022 | 0.000 | 0.045 | 0.000 | 0.000 | 0.037 |
| PercentSalaryHike | 0.003 | 0.035 | 0.009 | 0.004 | -0.000 | -0.027 | -0.008 | 0.009 | 1.000 | -0.025 | -0.013 | -0.048 | -0.015 | -0.048 | -0.017 | 0.044 | 0.000 | 0.047 | 0.000 | 0.000 | 0.037 | 0.044 | 0.000 | 0.015 | 0.000 | 0.000 | 0.000 | 0.997 | 0.027 | 0.000 | 0.000 |
| TotalWorkingYears | 0.642 | 0.006 | 0.009 | -0.010 | -0.019 | 0.701 | 0.034 | 0.318 | -0.025 | 1.000 | -0.015 | 0.558 | 0.452 | 0.310 | 0.452 | 0.000 | 0.000 | 0.100 | 0.000 | 0.000 | 0.079 | 0.000 | 0.504 | 0.283 | 0.068 | 0.056 | 0.052 | 0.000 | 0.000 | 0.052 | 0.057 |
| TrainingTimesLastYear | 0.001 | -0.011 | -0.013 | 0.039 | -0.011 | -0.035 | 0.001 | -0.056 | -0.013 | -0.015 | 1.000 | -0.002 | 0.004 | 0.025 | -0.009 | 0.000 | 0.000 | 0.000 | 0.035 | 0.031 | 0.000 | 0.024 | 0.000 | 0.000 | 0.045 | 0.043 | 0.085 | 0.000 | 0.000 | 0.000 | 0.000 |
| YearsAtCompany | 0.187 | -0.017 | 0.033 | 0.009 | -0.038 | 0.426 | -0.010 | -0.199 | -0.048 | 0.558 | -0.002 | 1.000 | 0.842 | 0.497 | 0.829 | 0.015 | 0.051 | 0.049 | 0.016 | 0.000 | 0.095 | 0.000 | 0.324 | 0.172 | 0.000 | 0.008 | 0.080 | 0.000 | 0.000 | 0.000 | 0.028 |
| YearsInCurrentRole | 0.133 | 0.001 | 0.036 | -0.000 | -0.040 | 0.347 | 0.014 | -0.150 | -0.015 | 0.452 | 0.004 | 0.842 | 1.000 | 0.484 | 0.703 | 0.000 | 0.000 | 0.036 | 0.000 | 0.052 | 0.089 | 0.019 | 0.222 | 0.108 | 0.000 | 0.010 | 0.080 | 0.052 | 0.000 | 0.000 | 0.000 |
| YearsSinceLastPromotion | 0.146 | -0.045 | 0.003 | -0.009 | -0.049 | 0.235 | -0.000 | -0.085 | -0.048 | 0.310 | 0.025 | 0.497 | 0.484 | 1.000 | 0.437 | 0.059 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.196 | 0.109 | 0.000 | 0.036 | 0.000 | 0.035 | 0.046 | 0.074 | 0.000 |
| YearsWithCurrManager | 0.136 | -0.018 | 0.028 | -0.005 | -0.018 | 0.319 | -0.013 | -0.167 | -0.017 | 0.452 | -0.009 | 0.829 | 0.703 | 0.437 | 1.000 | 0.080 | 0.029 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.228 | 0.110 | 0.005 | 0.000 | 0.000 | 0.050 | 0.000 | 0.000 | 0.055 |
| BusinessTravel | 0.048 | 0.007 | 0.052 | 0.000 | 0.000 | 0.038 | 0.018 | 0.000 | 0.044 | 0.000 | 0.000 | 0.015 | 0.000 | 0.059 | 0.080 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.034 | 0.045 | 0.000 | 0.000 | 0.029 | 0.024 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Department | 0.000 | 0.000 | 0.015 | 0.000 | 0.000 | 0.189 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.051 | 0.000 | 0.000 | 0.029 | 0.000 | 1.000 | 0.000 | 0.572 | 0.026 | 0.043 | 0.000 | 0.214 | 0.924 | 0.045 | 0.000 | 0.000 | 0.000 | 0.027 | 0.000 | 0.053 |
| Education | 0.148 | 0.000 | 0.000 | 0.036 | 0.027 | 0.091 | 0.031 | 0.108 | 0.047 | 0.100 | 0.000 | 0.049 | 0.036 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.050 | 0.035 | 0.000 | 0.000 | 0.080 | 0.042 | 0.031 | 0.000 | 0.039 | 0.016 | 0.000 | 0.031 | 0.000 |
| EducationField | 0.000 | 0.032 | 0.000 | 0.000 | 0.037 | 0.081 | 0.000 | 0.046 | 0.000 | 0.000 | 0.035 | 0.016 | 0.000 | 0.000 | 0.000 | 0.000 | 0.572 | 0.050 | 1.000 | 0.029 | 0.000 | 0.000 | 0.097 | 0.316 | 0.041 | 0.012 | 0.000 | 0.000 | 0.061 | 0.016 | 0.000 |
| EnvironmentSatisfaction | 0.022 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.028 | 0.000 | 0.000 | 0.000 | 0.031 | 0.000 | 0.052 | 0.000 | 0.000 | 0.000 | 0.026 | 0.035 | 0.029 | 1.000 | 0.000 | 0.036 | 0.000 | 0.013 | 0.000 | 0.037 | 0.095 | 0.000 | 0.000 | 0.000 | 0.000 |
| Gender | 0.000 | 0.033 | 0.042 | 0.007 | 0.000 | 0.081 | 0.000 | 0.034 | 0.037 | 0.079 | 0.000 | 0.095 | 0.089 | 0.000 | 0.000 | 0.034 | 0.043 | 0.000 | 0.000 | 0.000 | 1.000 | 0.032 | 0.064 | 0.071 | 0.000 | 0.029 | 0.051 | 0.000 | 0.000 | 0.000 | 0.000 |
| JobInvolvement | 0.007 | 0.027 | 0.059 | 0.020 | 0.000 | 0.040 | 0.043 | 0.000 | 0.044 | 0.000 | 0.024 | 0.000 | 0.019 | 0.000 | 0.007 | 0.045 | 0.000 | 0.000 | 0.000 | 0.036 | 0.032 | 1.000 | 0.000 | 0.000 | 0.000 | 0.039 | 0.000 | 0.009 | 0.000 | 0.046 | 0.000 |
| JobLevel | 0.287 | 0.000 | 0.059 | 0.024 | 0.000 | 0.865 | 0.016 | 0.104 | 0.000 | 0.504 | 0.000 | 0.324 | 0.222 | 0.196 | 0.228 | 0.000 | 0.214 | 0.080 | 0.097 | 0.000 | 0.064 | 0.000 | 1.000 | 0.565 | 0.000 | 0.000 | 0.066 | 0.000 | 0.000 | 0.048 | 0.000 |
| JobRole | 0.165 | 0.000 | 0.000 | 0.000 | 0.017 | 0.420 | 0.000 | 0.075 | 0.015 | 0.283 | 0.000 | 0.172 | 0.108 | 0.109 | 0.110 | 0.000 | 0.924 | 0.042 | 0.316 | 0.013 | 0.071 | 0.000 | 0.565 | 1.000 | 0.000 | 0.000 | 0.061 | 0.000 | 0.044 | 0.000 | 0.061 |
| JobSatisfaction | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.049 | 0.000 | 0.000 | 0.068 | 0.045 | 0.000 | 0.000 | 0.000 | 0.005 | 0.029 | 0.045 | 0.031 | 0.041 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.019 | 0.063 | 0.000 | 0.000 | 0.000 | 0.000 |
| MaritalStatus | 0.094 | 0.089 | 0.000 | 0.000 | 0.039 | 0.041 | 0.000 | 0.022 | 0.000 | 0.056 | 0.043 | 0.008 | 0.010 | 0.036 | 0.000 | 0.024 | 0.000 | 0.000 | 0.012 | 0.037 | 0.029 | 0.039 | 0.000 | 0.000 | 0.019 | 1.000 | 0.061 | 0.008 | 0.055 | 0.583 | 0.004 |
| OverTime | 0.067 | 0.000 | 0.054 | 0.000 | 0.085 | 0.064 | 0.000 | 0.000 | 0.000 | 0.052 | 0.085 | 0.080 | 0.080 | 0.000 | 0.000 | 0.000 | 0.000 | 0.039 | 0.000 | 0.095 | 0.051 | 0.000 | 0.066 | 0.061 | 0.063 | 0.061 | 1.000 | 0.000 | 0.039 | 0.024 | 0.000 |
| PerformanceRating | 0.000 | 0.000 | 0.066 | 0.005 | 0.000 | 0.043 | 0.000 | 0.045 | 0.997 | 0.000 | 0.000 | 0.000 | 0.052 | 0.035 | 0.050 | 0.000 | 0.000 | 0.016 | 0.000 | 0.000 | 0.000 | 0.009 | 0.000 | 0.000 | 0.000 | 0.008 | 0.000 | 1.000 | 0.000 | 0.028 | 0.000 |
| RelationshipSatisfaction | 0.021 | 0.000 | 0.033 | 0.058 | 0.000 | 0.038 | 0.042 | 0.000 | 0.027 | 0.000 | 0.000 | 0.000 | 0.000 | 0.046 | 0.000 | 0.000 | 0.027 | 0.000 | 0.061 | 0.000 | 0.000 | 0.000 | 0.000 | 0.044 | 0.000 | 0.055 | 0.039 | 0.000 | 1.000 | 0.045 | 0.000 |
| StockOptionLevel | 0.060 | 0.054 | 0.040 | 0.057 | 0.064 | 0.047 | 0.000 | 0.000 | 0.000 | 0.052 | 0.000 | 0.000 | 0.000 | 0.074 | 0.000 | 0.000 | 0.000 | 0.031 | 0.016 | 0.000 | 0.000 | 0.046 | 0.048 | 0.000 | 0.000 | 0.583 | 0.024 | 0.028 | 0.045 | 1.000 | 0.019 |
| WorkLifeBalance | 0.024 | 0.032 | 0.000 | 0.000 | 0.022 | 0.000 | 0.000 | 0.037 | 0.000 | 0.057 | 0.000 | 0.028 | 0.000 | 0.000 | 0.055 | 0.000 | 0.053 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.061 | 0.000 | 0.004 | 0.000 | 0.000 | 0.000 | 0.019 | 1.000 |
Attrition
| Age | DailyRate | DistanceFromHome | EmployeeNumber | HourlyRate | MonthlyIncome | MonthlyRate | NumCompaniesWorked | PercentSalaryHike | TotalWorkingYears | TrainingTimesLastYear | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | BusinessTravel | Department | Education | EducationField | EnvironmentSatisfaction | Gender | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | OverTime | PerformanceRating | RelationshipSatisfaction | StockOptionLevel | WorkLifeBalance | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | 0.036 | 0.046 | 0.039 | 0.119 | 0.502 | -0.084 | 0.355 | 0.020 | 0.686 | -0.070 | 0.427 | 0.374 | 0.272 | 0.345 | 0.105 | 0.000 | 0.189 | 0.000 | 0.000 | 0.078 | 0.000 | 0.304 | 0.160 | 0.000 | 0.194 | 0.000 | 0.000 | 0.041 | 0.161 | 0.041 |
| DailyRate | 0.036 | 1.000 | -0.073 | -0.042 | 0.079 | 0.049 | -0.143 | 0.105 | -0.029 | 0.040 | -0.028 | -0.026 | -0.014 | -0.005 | 0.011 | 0.052 | 0.000 | 0.029 | 0.026 | 0.000 | 0.000 | 0.123 | 0.063 | 0.046 | 0.000 | 0.088 | 0.000 | 0.063 | 0.060 | 0.000 | 0.000 |
| DistanceFromHome | 0.046 | -0.073 | 1.000 | 0.069 | -0.030 | 0.088 | 0.030 | -0.099 | 0.147 | 0.026 | -0.055 | 0.005 | -0.011 | -0.022 | -0.032 | 0.000 | 0.005 | 0.000 | 0.159 | 0.000 | 0.000 | 0.000 | 0.045 | 0.074 | 0.000 | 0.107 | 0.054 | 0.000 | 0.000 | 0.052 | 0.000 |
| EmployeeNumber | 0.039 | -0.042 | 0.069 | 1.000 | 0.072 | -0.017 | -0.018 | -0.002 | -0.078 | -0.007 | -0.048 | 0.009 | -0.027 | 0.094 | -0.036 | 0.000 | 0.140 | 0.000 | 0.082 | 0.000 | 0.090 | 0.039 | 0.000 | 0.020 | 0.050 | 0.000 | 0.054 | 0.000 | 0.000 | 0.000 | 0.063 |
| HourlyRate | 0.119 | 0.079 | -0.030 | 0.072 | 1.000 | 0.034 | -0.021 | 0.002 | -0.057 | 0.031 | 0.063 | 0.013 | 0.015 | -0.072 | 0.011 | 0.000 | 0.131 | 0.042 | 0.077 | 0.000 | 0.094 | 0.000 | 0.000 | 0.070 | 0.122 | 0.093 | 0.000 | 0.000 | 0.000 | 0.092 | 0.092 |
| MonthlyIncome | 0.502 | 0.049 | 0.088 | -0.017 | 0.034 | 1.000 | 0.066 | 0.235 | -0.075 | 0.683 | -0.090 | 0.506 | 0.497 | 0.381 | 0.455 | 0.000 | 0.218 | 0.000 | 0.000 | 0.036 | 0.153 | 0.098 | 0.835 | 0.450 | 0.000 | 0.000 | 0.059 | 0.108 | 0.086 | 0.074 | 0.079 |
| MonthlyRate | -0.084 | -0.143 | 0.030 | -0.018 | -0.021 | 0.066 | 1.000 | 0.000 | 0.008 | -0.076 | -0.057 | -0.099 | -0.099 | -0.094 | -0.126 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.031 | 0.059 | 0.086 | 0.000 | 0.000 | 0.110 | 0.068 | 0.000 |
| NumCompaniesWorked | 0.355 | 0.105 | -0.099 | -0.002 | 0.002 | 0.235 | 0.000 | 1.000 | -0.038 | 0.394 | 0.006 | 0.011 | 0.026 | 0.034 | 0.010 | 0.208 | 0.061 | 0.095 | 0.066 | 0.109 | 0.000 | 0.051 | 0.177 | 0.078 | 0.000 | 0.117 | 0.000 | 0.000 | 0.079 | 0.121 | 0.062 |
| PercentSalaryHike | 0.020 | -0.029 | 0.147 | -0.078 | -0.057 | -0.075 | 0.008 | -0.038 | 1.000 | -0.066 | 0.032 | -0.120 | -0.109 | -0.099 | -0.107 | 0.176 | 0.000 | 0.077 | 0.000 | 0.139 | 0.000 | 0.000 | 0.000 | 0.000 | 0.054 | 0.000 | 0.000 | 0.983 | 0.075 | 0.000 | 0.000 |
| TotalWorkingYears | 0.686 | 0.040 | 0.026 | -0.007 | 0.031 | 0.683 | -0.076 | 0.394 | -0.066 | 1.000 | -0.070 | 0.685 | 0.610 | 0.447 | 0.611 | 0.000 | 0.000 | 0.183 | 0.000 | 0.000 | 0.057 | 0.058 | 0.542 | 0.327 | 0.042 | 0.075 | 0.000 | 0.116 | 0.083 | 0.000 | 0.103 |
| TrainingTimesLastYear | -0.070 | -0.028 | -0.055 | -0.048 | 0.063 | -0.090 | -0.057 | 0.006 | 0.032 | -0.070 | 1.000 | -0.044 | -0.039 | -0.082 | -0.083 | 0.138 | 0.060 | 0.000 | 0.000 | 0.077 | 0.000 | 0.000 | 0.000 | 0.000 | 0.041 | 0.000 | 0.000 | 0.122 | 0.101 | 0.000 | 0.000 |
| YearsAtCompany | 0.427 | -0.026 | 0.005 | 0.009 | 0.013 | 0.506 | -0.099 | 0.011 | -0.120 | 0.685 | -0.044 | 1.000 | 0.903 | 0.636 | 0.873 | 0.000 | 0.000 | 0.228 | 0.000 | 0.000 | 0.000 | 0.174 | 0.528 | 0.307 | 0.000 | 0.024 | 0.035 | 0.000 | 0.081 | 0.000 | 0.000 |
| YearsInCurrentRole | 0.374 | -0.014 | -0.011 | -0.027 | 0.015 | 0.497 | -0.099 | 0.026 | -0.109 | 0.610 | -0.039 | 0.903 | 1.000 | 0.619 | 0.798 | 0.000 | 0.000 | 0.000 | 0.000 | 0.030 | 0.045 | 0.091 | 0.476 | 0.351 | 0.000 | 0.079 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| YearsSinceLastPromotion | 0.272 | -0.005 | -0.022 | 0.094 | -0.072 | 0.381 | -0.094 | 0.034 | -0.099 | 0.447 | -0.082 | 0.636 | 0.619 | 1.000 | 0.598 | 0.000 | 0.000 | 0.031 | 0.000 | 0.000 | 0.041 | 0.000 | 0.339 | 0.239 | 0.000 | 0.086 | 0.156 | 0.101 | 0.011 | 0.061 | 0.000 |
| YearsWithCurrManager | 0.345 | 0.011 | -0.032 | -0.036 | 0.011 | 0.455 | -0.126 | 0.010 | -0.107 | 0.611 | -0.083 | 0.873 | 0.798 | 0.598 | 1.000 | 0.000 | 0.000 | 0.068 | 0.000 | 0.065 | 0.000 | 0.080 | 0.349 | 0.243 | 0.042 | 0.139 | 0.000 | 0.000 | 0.124 | 0.000 | 0.042 |
| BusinessTravel | 0.105 | 0.052 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.208 | 0.176 | 0.000 | 0.138 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.039 | 0.133 | 0.069 | 0.000 | 0.000 | 0.049 | 0.000 | 0.069 | 0.031 | 0.000 | 0.000 |
| Department | 0.000 | 0.000 | 0.005 | 0.140 | 0.131 | 0.218 | 0.000 | 0.061 | 0.000 | 0.000 | 0.060 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.639 | 0.000 | 0.060 | 0.008 | 0.288 | 0.981 | 0.000 | 0.143 | 0.000 | 0.083 | 0.025 | 0.040 | 0.030 |
| Education | 0.189 | 0.029 | 0.000 | 0.000 | 0.042 | 0.000 | 0.000 | 0.095 | 0.077 | 0.183 | 0.000 | 0.228 | 0.000 | 0.031 | 0.068 | 0.000 | 0.000 | 1.000 | 0.075 | 0.049 | 0.026 | 0.154 | 0.085 | 0.115 | 0.000 | 0.000 | 0.000 | 0.000 | 0.104 | 0.000 | 0.027 |
| EducationField | 0.000 | 0.026 | 0.159 | 0.082 | 0.077 | 0.000 | 0.000 | 0.066 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.639 | 0.075 | 1.000 | 0.053 | 0.032 | 0.000 | 0.071 | 0.388 | 0.000 | 0.153 | 0.080 | 0.000 | 0.000 | 0.050 | 0.086 |
| EnvironmentSatisfaction | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.036 | 0.000 | 0.109 | 0.139 | 0.000 | 0.077 | 0.000 | 0.030 | 0.000 | 0.065 | 0.000 | 0.000 | 0.049 | 0.053 | 1.000 | 0.049 | 0.109 | 0.000 | 0.000 | 0.000 | 0.000 | 0.128 | 0.000 | 0.000 | 0.056 | 0.031 |
| Gender | 0.078 | 0.000 | 0.000 | 0.090 | 0.094 | 0.153 | 0.000 | 0.000 | 0.000 | 0.057 | 0.000 | 0.000 | 0.045 | 0.041 | 0.000 | 0.039 | 0.060 | 0.026 | 0.032 | 0.049 | 1.000 | 0.000 | 0.000 | 0.000 | 0.117 | 0.000 | 0.000 | 0.000 | 0.094 | 0.000 | 0.060 |
| JobInvolvement | 0.000 | 0.123 | 0.000 | 0.039 | 0.000 | 0.098 | 0.000 | 0.051 | 0.000 | 0.058 | 0.000 | 0.174 | 0.091 | 0.000 | 0.080 | 0.133 | 0.008 | 0.154 | 0.000 | 0.109 | 0.000 | 1.000 | 0.115 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.031 | 0.012 | 0.000 |
| JobLevel | 0.304 | 0.063 | 0.045 | 0.000 | 0.000 | 0.835 | 0.000 | 0.177 | 0.000 | 0.542 | 0.000 | 0.528 | 0.476 | 0.339 | 0.349 | 0.069 | 0.288 | 0.085 | 0.071 | 0.000 | 0.000 | 0.115 | 1.000 | 0.619 | 0.000 | 0.068 | 0.000 | 0.000 | 0.052 | 0.066 | 0.000 |
| JobRole | 0.160 | 0.046 | 0.074 | 0.020 | 0.070 | 0.450 | 0.031 | 0.078 | 0.000 | 0.327 | 0.000 | 0.307 | 0.351 | 0.239 | 0.243 | 0.000 | 0.981 | 0.115 | 0.388 | 0.000 | 0.000 | 0.000 | 0.619 | 1.000 | 0.000 | 0.174 | 0.135 | 0.092 | 0.134 | 0.120 | 0.069 |
| JobSatisfaction | 0.000 | 0.000 | 0.000 | 0.050 | 0.122 | 0.000 | 0.059 | 0.000 | 0.054 | 0.042 | 0.041 | 0.000 | 0.000 | 0.000 | 0.042 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.117 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.131 | 0.000 | 0.038 | 0.086 |
| MaritalStatus | 0.194 | 0.088 | 0.107 | 0.000 | 0.093 | 0.000 | 0.086 | 0.117 | 0.000 | 0.075 | 0.000 | 0.024 | 0.079 | 0.086 | 0.139 | 0.049 | 0.143 | 0.000 | 0.153 | 0.000 | 0.000 | 0.000 | 0.068 | 0.174 | 0.000 | 1.000 | 0.000 | 0.128 | 0.052 | 0.538 | 0.000 |
| OverTime | 0.000 | 0.000 | 0.054 | 0.054 | 0.000 | 0.059 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.035 | 0.000 | 0.156 | 0.000 | 0.000 | 0.000 | 0.000 | 0.080 | 0.128 | 0.000 | 0.000 | 0.000 | 0.135 | 0.000 | 0.000 | 1.000 | 0.000 | 0.131 | 0.000 | 0.050 |
| PerformanceRating | 0.000 | 0.063 | 0.000 | 0.000 | 0.000 | 0.108 | 0.000 | 0.000 | 0.983 | 0.116 | 0.122 | 0.000 | 0.000 | 0.101 | 0.000 | 0.069 | 0.083 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.092 | 0.131 | 0.128 | 0.000 | 1.000 | 0.000 | 0.000 | 0.109 |
| RelationshipSatisfaction | 0.041 | 0.060 | 0.000 | 0.000 | 0.000 | 0.086 | 0.110 | 0.079 | 0.075 | 0.083 | 0.101 | 0.081 | 0.000 | 0.011 | 0.124 | 0.031 | 0.025 | 0.104 | 0.000 | 0.000 | 0.094 | 0.031 | 0.052 | 0.134 | 0.000 | 0.052 | 0.131 | 0.000 | 1.000 | 0.000 | 0.055 |
| StockOptionLevel | 0.161 | 0.000 | 0.052 | 0.000 | 0.092 | 0.074 | 0.068 | 0.121 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.061 | 0.000 | 0.000 | 0.040 | 0.000 | 0.050 | 0.056 | 0.000 | 0.012 | 0.066 | 0.120 | 0.038 | 0.538 | 0.000 | 0.000 | 0.000 | 1.000 | 0.001 |
| WorkLifeBalance | 0.041 | 0.000 | 0.000 | 0.063 | 0.092 | 0.079 | 0.000 | 0.062 | 0.000 | 0.103 | 0.000 | 0.000 | 0.000 | 0.000 | 0.042 | 0.000 | 0.030 | 0.027 | 0.086 | 0.031 | 0.060 | 0.000 | 0.000 | 0.069 | 0.086 | 0.000 | 0.050 | 0.109 | 0.055 | 0.001 | 1.000 |
No Attrition
Attrition
No Attrition
Attrition
No Attrition
| Age | Attrition | BusinessTravel | DailyRate | Department | DistanceFromHome | Education | EducationField | EmployeeCount | EmployeeNumber | EnvironmentSatisfaction | Gender | HourlyRate | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | MonthlyRate | NumCompaniesWorked | Over18 | OverTime | PercentSalaryHike | PerformanceRating | RelationshipSatisfaction | StandardHours | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 49 | No | Travel_Frequently | 279 | Research & Development | 8 | 1 | Life Sciences | 1 | 2 | 3 | Male | 61 | 2 | 2 | Research Scientist | 2 | Married | 5130 | 24907 | 1 | Y | No | 23 | 4 | 4 | 80 | 1 | 10 | 3 | 3 | 10 | 7 | 1 | 7 |
| 3 | 33 | No | Travel_Frequently | 1392 | Research & Development | 3 | 4 | Life Sciences | 1 | 5 | 4 | Female | 56 | 3 | 1 | Research Scientist | 3 | Married | 2909 | 23159 | 1 | Y | Yes | 11 | 3 | 3 | 80 | 0 | 8 | 3 | 3 | 8 | 7 | 3 | 0 |
| 4 | 27 | No | Travel_Rarely | 591 | Research & Development | 2 | 1 | Medical | 1 | 7 | 1 | Male | 40 | 3 | 1 | Laboratory Technician | 2 | Married | 3468 | 16632 | 9 | Y | No | 12 | 3 | 4 | 80 | 1 | 6 | 3 | 3 | 2 | 2 | 2 | 2 |
| 5 | 32 | No | Travel_Frequently | 1005 | Research & Development | 2 | 2 | Life Sciences | 1 | 8 | 4 | Male | 79 | 3 | 1 | Laboratory Technician | 4 | Single | 3068 | 11864 | 0 | Y | No | 13 | 3 | 3 | 80 | 0 | 8 | 2 | 2 | 7 | 7 | 3 | 6 |
| 6 | 59 | No | Travel_Rarely | 1324 | Research & Development | 3 | 3 | Medical | 1 | 10 | 3 | Female | 81 | 4 | 1 | Laboratory Technician | 1 | Married | 2670 | 9964 | 4 | Y | Yes | 20 | 4 | 1 | 80 | 3 | 12 | 3 | 2 | 1 | 0 | 0 | 0 |
| 7 | 30 | No | Travel_Rarely | 1358 | Research & Development | 24 | 1 | Life Sciences | 1 | 11 | 4 | Male | 67 | 3 | 1 | Laboratory Technician | 3 | Divorced | 2693 | 13335 | 1 | Y | No | 22 | 4 | 2 | 80 | 1 | 1 | 2 | 3 | 1 | 0 | 0 | 0 |
| 8 | 38 | No | Travel_Frequently | 216 | Research & Development | 23 | 3 | Life Sciences | 1 | 12 | 4 | Male | 44 | 2 | 3 | Manufacturing Director | 3 | Single | 9526 | 8787 | 0 | Y | No | 21 | 4 | 2 | 80 | 0 | 10 | 2 | 3 | 9 | 7 | 1 | 8 |
| 9 | 36 | No | Travel_Rarely | 1299 | Research & Development | 27 | 3 | Medical | 1 | 13 | 3 | Male | 94 | 3 | 2 | Healthcare Representative | 3 | Married | 5237 | 16577 | 6 | Y | No | 13 | 3 | 2 | 80 | 2 | 17 | 3 | 2 | 7 | 7 | 7 | 7 |
| 10 | 35 | No | Travel_Rarely | 809 | Research & Development | 16 | 3 | Medical | 1 | 14 | 1 | Male | 84 | 4 | 1 | Laboratory Technician | 2 | Married | 2426 | 16479 | 0 | Y | No | 13 | 3 | 3 | 80 | 1 | 6 | 5 | 3 | 5 | 4 | 0 | 3 |
| 11 | 29 | No | Travel_Rarely | 153 | Research & Development | 15 | 2 | Life Sciences | 1 | 15 | 4 | Female | 49 | 2 | 2 | Laboratory Technician | 3 | Single | 4193 | 12682 | 0 | Y | Yes | 12 | 3 | 4 | 80 | 0 | 10 | 3 | 3 | 9 | 5 | 0 | 8 |
Attrition
| Age | Attrition | BusinessTravel | DailyRate | Department | DistanceFromHome | Education | EducationField | EmployeeCount | EmployeeNumber | EnvironmentSatisfaction | Gender | HourlyRate | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | MonthlyRate | NumCompaniesWorked | Over18 | OverTime | PercentSalaryHike | PerformanceRating | RelationshipSatisfaction | StandardHours | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 41 | Yes | Travel_Rarely | 1102 | Sales | 1 | 2 | Life Sciences | 1 | 1 | 2 | Female | 94 | 3 | 2 | Sales Executive | 4 | Single | 5993 | 19479 | 8 | Y | Yes | 11 | 3 | 1 | 80 | 0 | 8 | 0 | 1 | 6 | 4 | 0 | 5 |
| 2 | 37 | Yes | Travel_Rarely | 1373 | Research & Development | 2 | 2 | Other | 1 | 4 | 4 | Male | 92 | 2 | 1 | Laboratory Technician | 3 | Single | 2090 | 2396 | 6 | Y | Yes | 15 | 3 | 2 | 80 | 0 | 7 | 3 | 3 | 0 | 0 | 0 | 0 |
| 14 | 28 | Yes | Travel_Rarely | 103 | Research & Development | 24 | 3 | Life Sciences | 1 | 19 | 3 | Male | 50 | 2 | 1 | Laboratory Technician | 3 | Single | 2028 | 12947 | 5 | Y | Yes | 14 | 3 | 2 | 80 | 0 | 6 | 4 | 3 | 4 | 2 | 0 | 3 |
| 21 | 36 | Yes | Travel_Rarely | 1218 | Sales | 9 | 4 | Life Sciences | 1 | 27 | 3 | Male | 82 | 2 | 1 | Sales Representative | 1 | Single | 3407 | 6986 | 7 | Y | No | 23 | 4 | 2 | 80 | 0 | 10 | 4 | 3 | 5 | 3 | 0 | 3 |
| 24 | 34 | Yes | Travel_Rarely | 699 | Research & Development | 6 | 1 | Medical | 1 | 31 | 2 | Male | 83 | 3 | 1 | Research Scientist | 1 | Single | 2960 | 17102 | 2 | Y | No | 11 | 3 | 3 | 80 | 0 | 8 | 2 | 3 | 4 | 2 | 1 | 3 |
| 26 | 32 | Yes | Travel_Frequently | 1125 | Research & Development | 16 | 1 | Life Sciences | 1 | 33 | 2 | Female | 72 | 1 | 1 | Research Scientist | 1 | Single | 3919 | 4681 | 1 | Y | Yes | 22 | 4 | 2 | 80 | 0 | 10 | 5 | 3 | 10 | 2 | 6 | 7 |
| 33 | 39 | Yes | Travel_Rarely | 895 | Sales | 5 | 3 | Technical Degree | 1 | 42 | 4 | Male | 56 | 3 | 2 | Sales Representative | 4 | Married | 2086 | 3335 | 3 | Y | No | 14 | 3 | 3 | 80 | 1 | 19 | 6 | 4 | 1 | 0 | 0 | 0 |
| 34 | 24 | Yes | Travel_Rarely | 813 | Research & Development | 1 | 3 | Medical | 1 | 45 | 2 | Male | 61 | 3 | 1 | Research Scientist | 4 | Married | 2293 | 3020 | 2 | Y | Yes | 16 | 3 | 1 | 80 | 1 | 6 | 2 | 2 | 2 | 0 | 2 | 0 |
| 36 | 50 | Yes | Travel_Rarely | 869 | Sales | 3 | 2 | Marketing | 1 | 47 | 1 | Male | 86 | 2 | 1 | Sales Representative | 3 | Married | 2683 | 3810 | 1 | Y | Yes | 14 | 3 | 3 | 80 | 0 | 3 | 2 | 3 | 3 | 2 | 0 | 2 |
| 42 | 26 | Yes | Travel_Rarely | 1357 | Research & Development | 25 | 3 | Life Sciences | 1 | 55 | 1 | Male | 48 | 1 | 1 | Laboratory Technician | 3 | Single | 2293 | 10558 | 1 | Y | No | 12 | 3 | 3 | 80 | 0 | 1 | 2 | 2 | 1 | 0 | 0 | 1 |
No Attrition
| Age | Attrition | BusinessTravel | DailyRate | Department | DistanceFromHome | Education | EducationField | EmployeeCount | EmployeeNumber | EnvironmentSatisfaction | Gender | HourlyRate | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | MonthlyRate | NumCompaniesWorked | Over18 | OverTime | PercentSalaryHike | PerformanceRating | RelationshipSatisfaction | StandardHours | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1459 | 29 | No | Travel_Rarely | 1378 | Research & Development | 13 | 2 | Other | 1 | 2053 | 4 | Male | 46 | 2 | 2 | Laboratory Technician | 2 | Married | 4025 | 23679 | 4 | Y | Yes | 13 | 3 | 1 | 80 | 1 | 10 | 2 | 3 | 4 | 3 | 0 | 3 |
| 1460 | 29 | No | Travel_Rarely | 468 | Research & Development | 28 | 4 | Medical | 1 | 2054 | 4 | Female | 73 | 2 | 1 | Research Scientist | 1 | Single | 3785 | 8489 | 1 | Y | No | 14 | 3 | 2 | 80 | 0 | 5 | 3 | 1 | 5 | 4 | 0 | 4 |
| 1462 | 39 | No | Travel_Rarely | 722 | Sales | 24 | 1 | Marketing | 1 | 2056 | 2 | Female | 60 | 2 | 4 | Sales Executive | 4 | Married | 12031 | 8828 | 0 | Y | No | 11 | 3 | 1 | 80 | 1 | 21 | 2 | 2 | 20 | 9 | 9 | 6 |
| 1463 | 31 | No | Non-Travel | 325 | Research & Development | 5 | 3 | Medical | 1 | 2057 | 2 | Male | 74 | 3 | 2 | Manufacturing Director | 1 | Single | 9936 | 3787 | 0 | Y | No | 19 | 3 | 2 | 80 | 0 | 10 | 2 | 3 | 9 | 4 | 1 | 7 |
| 1464 | 26 | No | Travel_Rarely | 1167 | Sales | 5 | 3 | Other | 1 | 2060 | 4 | Female | 30 | 2 | 1 | Sales Representative | 3 | Single | 2966 | 21378 | 0 | Y | No | 18 | 3 | 4 | 80 | 0 | 5 | 2 | 3 | 4 | 2 | 0 | 0 |
| 1465 | 36 | No | Travel_Frequently | 884 | Research & Development | 23 | 2 | Medical | 1 | 2061 | 3 | Male | 41 | 4 | 2 | Laboratory Technician | 4 | Married | 2571 | 12290 | 4 | Y | No | 17 | 3 | 3 | 80 | 1 | 17 | 3 | 3 | 5 | 2 | 0 | 3 |
| 1466 | 39 | No | Travel_Rarely | 613 | Research & Development | 6 | 1 | Medical | 1 | 2062 | 4 | Male | 42 | 2 | 3 | Healthcare Representative | 1 | Married | 9991 | 21457 | 4 | Y | No | 15 | 3 | 1 | 80 | 1 | 9 | 5 | 3 | 7 | 7 | 1 | 7 |
| 1467 | 27 | No | Travel_Rarely | 155 | Research & Development | 4 | 3 | Life Sciences | 1 | 2064 | 2 | Male | 87 | 4 | 2 | Manufacturing Director | 2 | Married | 6142 | 5174 | 1 | Y | Yes | 20 | 4 | 2 | 80 | 1 | 6 | 0 | 3 | 6 | 2 | 0 | 3 |
| 1468 | 49 | No | Travel_Frequently | 1023 | Sales | 2 | 3 | Medical | 1 | 2065 | 4 | Male | 63 | 2 | 2 | Sales Executive | 2 | Married | 5390 | 13243 | 2 | Y | No | 14 | 3 | 4 | 80 | 0 | 17 | 3 | 2 | 9 | 6 | 0 | 8 |
| 1469 | 34 | No | Travel_Rarely | 628 | Research & Development | 8 | 3 | Medical | 1 | 2068 | 2 | Male | 82 | 4 | 2 | Laboratory Technician | 3 | Married | 4404 | 10228 | 2 | Y | No | 12 | 3 | 1 | 80 | 0 | 6 | 3 | 4 | 4 | 3 | 1 | 2 |
Attrition
| Age | Attrition | BusinessTravel | DailyRate | Department | DistanceFromHome | Education | EducationField | EmployeeCount | EmployeeNumber | EnvironmentSatisfaction | Gender | HourlyRate | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | MonthlyRate | NumCompaniesWorked | Over18 | OverTime | PercentSalaryHike | PerformanceRating | RelationshipSatisfaction | StandardHours | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1375 | 32 | Yes | Travel_Frequently | 238 | Research & Development | 5 | 2 | Life Sciences | 1 | 1939 | 1 | Female | 47 | 4 | 1 | Research Scientist | 3 | Single | 2432 | 15318 | 3 | Y | Yes | 14 | 3 | 1 | 80 | 0 | 8 | 2 | 3 | 4 | 1 | 0 | 3 |
| 1379 | 27 | Yes | Travel_Frequently | 1337 | Human Resources | 22 | 3 | Human Resources | 1 | 1944 | 1 | Female | 58 | 2 | 1 | Human Resources | 2 | Married | 2863 | 19555 | 1 | Y | No | 12 | 3 | 1 | 80 | 0 | 1 | 2 | 3 | 1 | 0 | 0 | 0 |
| 1390 | 28 | Yes | Travel_Rarely | 1404 | Research & Development | 17 | 3 | Technical Degree | 1 | 1960 | 3 | Male | 32 | 2 | 1 | Laboratory Technician | 4 | Divorced | 2367 | 18779 | 5 | Y | No | 12 | 3 | 1 | 80 | 1 | 6 | 2 | 2 | 4 | 1 | 0 | 3 |
| 1395 | 31 | Yes | Travel_Frequently | 754 | Sales | 26 | 4 | Marketing | 1 | 1967 | 1 | Male | 63 | 3 | 2 | Sales Executive | 4 | Married | 5617 | 21075 | 1 | Y | Yes | 11 | 3 | 3 | 80 | 0 | 10 | 4 | 3 | 10 | 7 | 0 | 8 |
| 1396 | 53 | Yes | Travel_Rarely | 1168 | Sales | 24 | 4 | Life Sciences | 1 | 1968 | 1 | Male | 66 | 3 | 3 | Sales Executive | 1 | Single | 10448 | 5843 | 6 | Y | Yes | 13 | 3 | 2 | 80 | 0 | 15 | 2 | 2 | 2 | 2 | 2 | 2 |
| 1438 | 23 | Yes | Travel_Frequently | 638 | Sales | 9 | 3 | Marketing | 1 | 2023 | 4 | Male | 33 | 3 | 1 | Sales Representative | 1 | Married | 1790 | 26956 | 1 | Y | No | 19 | 3 | 1 | 80 | 1 | 1 | 3 | 2 | 1 | 0 | 1 | 0 |
| 1442 | 29 | Yes | Travel_Rarely | 1092 | Research & Development | 1 | 4 | Medical | 1 | 2027 | 1 | Male | 36 | 3 | 1 | Research Scientist | 4 | Married | 4787 | 26124 | 9 | Y | Yes | 14 | 3 | 2 | 80 | 3 | 4 | 3 | 4 | 2 | 2 | 2 | 2 |
| 1444 | 56 | Yes | Travel_Rarely | 310 | Research & Development | 7 | 2 | Technical Degree | 1 | 2032 | 4 | Male | 72 | 3 | 1 | Laboratory Technician | 3 | Married | 2339 | 3666 | 8 | Y | No | 11 | 3 | 4 | 80 | 1 | 14 | 4 | 1 | 10 | 9 | 9 | 8 |
| 1452 | 50 | Yes | Travel_Frequently | 878 | Sales | 1 | 4 | Life Sciences | 1 | 2044 | 2 | Male | 94 | 3 | 2 | Sales Executive | 3 | Divorced | 6728 | 14255 | 7 | Y | No | 12 | 3 | 4 | 80 | 2 | 12 | 3 | 3 | 6 | 3 | 0 | 1 |
| 1461 | 50 | Yes | Travel_Rarely | 410 | Sales | 28 | 3 | Marketing | 1 | 2055 | 4 | Male | 39 | 2 | 3 | Sales Executive | 1 | Divorced | 10854 | 16586 | 4 | Y | Yes | 13 | 3 | 2 | 80 | 1 | 20 | 3 | 3 | 3 | 2 | 2 | 0 |
No Attrition
| Age | Attrition | BusinessTravel | DailyRate | Department | DistanceFromHome | Education | EducationField | EmployeeCount | EmployeeNumber | EnvironmentSatisfaction | Gender | HourlyRate | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | MonthlyRate | NumCompaniesWorked | Over18 | OverTime | PercentSalaryHike | PerformanceRating | RelationshipSatisfaction | StandardHours | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dataset does not contain duplicate rows. | ||||||||||||||||||||||||||||||||||||
Attrition
| Age | Attrition | BusinessTravel | DailyRate | Department | DistanceFromHome | Education | EducationField | EmployeeCount | EmployeeNumber | EnvironmentSatisfaction | Gender | HourlyRate | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | MonthlyRate | NumCompaniesWorked | Over18 | OverTime | PercentSalaryHike | PerformanceRating | RelationshipSatisfaction | StandardHours | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dataset does not contain duplicate rows. | ||||||||||||||||||||||||||||||||||||